{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 翻页思路\n",
    "\n",
    "1. 获取首页的URL\n",
    "2. 拆解URL\n",
    "    - 找出URL中变化的部分\n",
    "    - 修改URL中的参数\n",
    "3. 重构新的URL\n",
    "4. 利用for循环使用新的URL爬取数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 获取URL\n",
    "\n",
    "> [案例对应URL](\"https://www.liepin.com/zhaopin/?industries=&subIndustry=&dqs=&salary=&jobKind=&pubTime=&compkind=&compscale=&searchType=1&isAnalysis=&sortFlag=15&d_headId=ccb7e2b3bd8af1e7252d5fff471bfd5d&d_ckId=ccb7e2b3bd8af1e7252d5fff471bfd5d&d_sfrom=search_prime&d_curPage=2&d_pageSize=40&siTag=I-7rQ0e90mv8a37po7dV3Q%7E_FrslumzzaHrHe3aSW0VTQ&key=产品经理\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "from urllib.parse import parse_qs,urlparse,parse_qsl#session=HTMLSession()\n",
    "session=HTMLSession()\n",
    "url=\"https://www.liepin.com/zhaopin/?industries=&subIndustry=&dqs=&salary=&jobKind=&pubTime=&compkind=&compscale=&searchType=1&isAnalysis=&sortFlag=15&d_headId=ccb7e2b3bd8af1e7252d5fff471bfd5d&d_ckId=ccb7e2b3bd8af1e7252d5fff471bfd5d&d_sfrom=search_prime&d_curPage=2&d_pageSize=40&siTag=I-7rQ0e90mv8a37po7dV3Q%7E_FrslumzzaHrHe3aSW0VTQ&key=产品经理\"\n",
    "r=session.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['javascript:;',\n",
       " 'javascript:;',\n",
       " 'javascript:;',\n",
       " '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=15°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=python&siTag=I-7rQ0e90mv8a37po7dV3Q%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_prime&d_ckId=b45d8036a536be052b72007264749891&d_curPage=0&d_pageSize=40&d_headId=ccb7e2b3bd8af1e7252d5fff471bfd5d&curPage=1',\n",
       " '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=15°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=python&siTag=I-7rQ0e90mv8a37po7dV3Q%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_prime&d_ckId=b45d8036a536be052b72007264749891&d_curPage=0&d_pageSize=40&d_headId=ccb7e2b3bd8af1e7252d5fff471bfd5d&curPage=2',\n",
       " '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=15°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=python&siTag=I-7rQ0e90mv8a37po7dV3Q%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_prime&d_ckId=b45d8036a536be052b72007264749891&d_curPage=0&d_pageSize=40&d_headId=ccb7e2b3bd8af1e7252d5fff471bfd5d&curPage=3',\n",
       " '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=15°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=python&siTag=I-7rQ0e90mv8a37po7dV3Q%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_prime&d_ckId=b45d8036a536be052b72007264749891&d_curPage=0&d_pageSize=40&d_headId=ccb7e2b3bd8af1e7252d5fff471bfd5d&curPage=4',\n",
       " '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=15°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=python&siTag=I-7rQ0e90mv8a37po7dV3Q%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_prime&d_ckId=b45d8036a536be052b72007264749891&d_curPage=0&d_pageSize=40&d_headId=ccb7e2b3bd8af1e7252d5fff471bfd5d&curPage=1',\n",
       " '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=15°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=python&siTag=I-7rQ0e90mv8a37po7dV3Q%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_prime&d_ckId=b45d8036a536be052b72007264749891&d_curPage=0&d_pageSize=40&d_headId=ccb7e2b3bd8af1e7252d5fff471bfd5d&curPage=9']"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "底部翻页列表 = r.html.xpath('//div[@class=\"pagerbar\"]/a/@href')\n",
    "底部翻页列表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=15°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=python&siTag=I-7rQ0e90mv8a37po7dV3Q%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_prime&d_ckId=b45d8036a536be052b72007264749891&d_curPage=0&d_pageSize=40&d_headId=ccb7e2b3bd8af1e7252d5fff471bfd5d&curPage=1',\n",
       " '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=15°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=python&siTag=I-7rQ0e90mv8a37po7dV3Q%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_prime&d_ckId=b45d8036a536be052b72007264749891&d_curPage=0&d_pageSize=40&d_headId=ccb7e2b3bd8af1e7252d5fff471bfd5d&curPage=2',\n",
       " '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=15°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=python&siTag=I-7rQ0e90mv8a37po7dV3Q%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_prime&d_ckId=b45d8036a536be052b72007264749891&d_curPage=0&d_pageSize=40&d_headId=ccb7e2b3bd8af1e7252d5fff471bfd5d&curPage=3',\n",
       " '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=15°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=python&siTag=I-7rQ0e90mv8a37po7dV3Q%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_prime&d_ckId=b45d8036a536be052b72007264749891&d_curPage=0&d_pageSize=40&d_headId=ccb7e2b3bd8af1e7252d5fff471bfd5d&curPage=4',\n",
       " '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=15°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=python&siTag=I-7rQ0e90mv8a37po7dV3Q%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_prime&d_ckId=b45d8036a536be052b72007264749891&d_curPage=0&d_pageSize=40&d_headId=ccb7e2b3bd8af1e7252d5fff471bfd5d&curPage=1',\n",
       " '/zhaopin/?compkind=&dqs=&pubTime=&pageSize=40&salary=&compTag=&sortFlag=15°radeFlag=0&compIds=&subIndustry=&jobKind=&industries=&compscale=&key=python&siTag=I-7rQ0e90mv8a37po7dV3Q%7EfA9rXquZc5IkJpXC-Ycixw&d_sfrom=search_prime&d_ckId=b45d8036a536be052b72007264749891&d_curPage=0&d_pageSize=40&d_headId=ccb7e2b3bd8af1e7252d5fff471bfd5d&curPage=9']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 清除'javascript:;'\n",
    "翻页列表02 =r.html.xpath(\"//div[@class='pagerbar']/a[starts-with(@href,'/zhaopin')]/@href\")\n",
    "翻页列表02"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 拆解URL（解析）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>scheme</th>\n",
       "      <th>netloc</th>\n",
       "      <th>path</th>\n",
       "      <th>params</th>\n",
       "      <th>query</th>\n",
       "      <th>fragment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>compkind=&amp;dqs=&amp;pubTime=&amp;pageSize=40&amp;salary=&amp;co...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>compkind=&amp;dqs=&amp;pubTime=&amp;pageSize=40&amp;salary=&amp;co...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>compkind=&amp;dqs=&amp;pubTime=&amp;pageSize=40&amp;salary=&amp;co...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>compkind=&amp;dqs=&amp;pubTime=&amp;pageSize=40&amp;salary=&amp;co...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>compkind=&amp;dqs=&amp;pubTime=&amp;pageSize=40&amp;salary=&amp;co...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>/zhaopin/</td>\n",
       "      <td></td>\n",
       "      <td>compkind=&amp;dqs=&amp;pubTime=&amp;pageSize=40&amp;salary=&amp;co...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  scheme netloc       path params  \\\n",
       "0                /zhaopin/          \n",
       "1                /zhaopin/          \n",
       "2                /zhaopin/          \n",
       "3                /zhaopin/          \n",
       "4                /zhaopin/          \n",
       "5                /zhaopin/          \n",
       "\n",
       "                                               query fragment  \n",
       "0  compkind=&dqs=&pubTime=&pageSize=40&salary=&co...           \n",
       "1  compkind=&dqs=&pubTime=&pageSize=40&salary=&co...           \n",
       "2  compkind=&dqs=&pubTime=&pageSize=40&salary=&co...           \n",
       "3  compkind=&dqs=&pubTime=&pageSize=40&salary=&co...           \n",
       "4  compkind=&dqs=&pubTime=&pageSize=40&salary=&co...           \n",
       "5  compkind=&dqs=&pubTime=&pageSize=40&salary=&co...           "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "#urlparse解析后丢进数据框\n",
    "df_拆分url后=pd.DataFrame([urlparse(x) for x in 翻页列表02])#用到的列表推导式\n",
    "df_拆分url后"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 对比找差异值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "scheme      1\n",
       "netloc      1\n",
       "path        1\n",
       "params      1\n",
       "query       5\n",
       "fragment    1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_拆分url后.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pageSize</th>\n",
       "      <th>sortFlag</th>\n",
       "      <th>key</th>\n",
       "      <th>siTag</th>\n",
       "      <th>d_sfrom</th>\n",
       "      <th>d_ckId</th>\n",
       "      <th>d_curPage</th>\n",
       "      <th>d_pageSize</th>\n",
       "      <th>d_headId</th>\n",
       "      <th>curPage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40</td>\n",
       "      <td>15°radeFlag=0</td>\n",
       "      <td>python</td>\n",
       "      <td>I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>b45d8036a536be052b72007264749891</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>ccb7e2b3bd8af1e7252d5fff471bfd5d</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>40</td>\n",
       "      <td>15°radeFlag=0</td>\n",
       "      <td>python</td>\n",
       "      <td>I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>b45d8036a536be052b72007264749891</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>ccb7e2b3bd8af1e7252d5fff471bfd5d</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40</td>\n",
       "      <td>15°radeFlag=0</td>\n",
       "      <td>python</td>\n",
       "      <td>I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>b45d8036a536be052b72007264749891</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>ccb7e2b3bd8af1e7252d5fff471bfd5d</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>40</td>\n",
       "      <td>15°radeFlag=0</td>\n",
       "      <td>python</td>\n",
       "      <td>I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>b45d8036a536be052b72007264749891</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>ccb7e2b3bd8af1e7252d5fff471bfd5d</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40</td>\n",
       "      <td>15°radeFlag=0</td>\n",
       "      <td>python</td>\n",
       "      <td>I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>b45d8036a536be052b72007264749891</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>ccb7e2b3bd8af1e7252d5fff471bfd5d</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>40</td>\n",
       "      <td>15°radeFlag=0</td>\n",
       "      <td>python</td>\n",
       "      <td>I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>b45d8036a536be052b72007264749891</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>ccb7e2b3bd8af1e7252d5fff471bfd5d</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  pageSize       sortFlag     key  \\\n",
       "0       40  15°radeFlag=0  python   \n",
       "1       40  15°radeFlag=0  python   \n",
       "2       40  15°radeFlag=0  python   \n",
       "3       40  15°radeFlag=0  python   \n",
       "4       40  15°radeFlag=0  python   \n",
       "5       40  15°radeFlag=0  python   \n",
       "\n",
       "                                           siTag       d_sfrom  \\\n",
       "0  I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw  search_prime   \n",
       "1  I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw  search_prime   \n",
       "2  I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw  search_prime   \n",
       "3  I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw  search_prime   \n",
       "4  I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw  search_prime   \n",
       "5  I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw  search_prime   \n",
       "\n",
       "                             d_ckId d_curPage d_pageSize  \\\n",
       "0  b45d8036a536be052b72007264749891         0         40   \n",
       "1  b45d8036a536be052b72007264749891         0         40   \n",
       "2  b45d8036a536be052b72007264749891         0         40   \n",
       "3  b45d8036a536be052b72007264749891         0         40   \n",
       "4  b45d8036a536be052b72007264749891         0         40   \n",
       "5  b45d8036a536be052b72007264749891         0         40   \n",
       "\n",
       "                           d_headId curPage  \n",
       "0  ccb7e2b3bd8af1e7252d5fff471bfd5d       1  \n",
       "1  ccb7e2b3bd8af1e7252d5fff471bfd5d       2  \n",
       "2  ccb7e2b3bd8af1e7252d5fff471bfd5d       3  \n",
       "3  ccb7e2b3bd8af1e7252d5fff471bfd5d       4  \n",
       "4  ccb7e2b3bd8af1e7252d5fff471bfd5d       1  \n",
       "5  ccb7e2b3bd8af1e7252d5fff471bfd5d       9  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 对差异值进一步解析\n",
    "# parse_qs函数——将经过编码后的url参数进行解码\n",
    "pd.DataFrame({k:v[0] for k,v  in parse_qs(b).items()} for b in df_拆分url后[\"query\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pageSize</th>\n",
       "      <th>sortFlag</th>\n",
       "      <th>key</th>\n",
       "      <th>siTag</th>\n",
       "      <th>d_sfrom</th>\n",
       "      <th>d_ckId</th>\n",
       "      <th>d_curPage</th>\n",
       "      <th>d_pageSize</th>\n",
       "      <th>d_headId</th>\n",
       "      <th>curPage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40</td>\n",
       "      <td>15°radeFlag=0</td>\n",
       "      <td>python</td>\n",
       "      <td>I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>b45d8036a536be052b72007264749891</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>ccb7e2b3bd8af1e7252d5fff471bfd5d</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>40</td>\n",
       "      <td>15°radeFlag=0</td>\n",
       "      <td>python</td>\n",
       "      <td>I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>b45d8036a536be052b72007264749891</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>ccb7e2b3bd8af1e7252d5fff471bfd5d</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40</td>\n",
       "      <td>15°radeFlag=0</td>\n",
       "      <td>python</td>\n",
       "      <td>I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>b45d8036a536be052b72007264749891</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>ccb7e2b3bd8af1e7252d5fff471bfd5d</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>40</td>\n",
       "      <td>15°radeFlag=0</td>\n",
       "      <td>python</td>\n",
       "      <td>I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>b45d8036a536be052b72007264749891</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>ccb7e2b3bd8af1e7252d5fff471bfd5d</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40</td>\n",
       "      <td>15°radeFlag=0</td>\n",
       "      <td>python</td>\n",
       "      <td>I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>b45d8036a536be052b72007264749891</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>ccb7e2b3bd8af1e7252d5fff471bfd5d</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>40</td>\n",
       "      <td>15°radeFlag=0</td>\n",
       "      <td>python</td>\n",
       "      <td>I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>b45d8036a536be052b72007264749891</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>ccb7e2b3bd8af1e7252d5fff471bfd5d</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  pageSize       sortFlag     key  \\\n",
       "0       40  15°radeFlag=0  python   \n",
       "1       40  15°radeFlag=0  python   \n",
       "2       40  15°radeFlag=0  python   \n",
       "3       40  15°radeFlag=0  python   \n",
       "4       40  15°radeFlag=0  python   \n",
       "5       40  15°radeFlag=0  python   \n",
       "\n",
       "                                           siTag       d_sfrom  \\\n",
       "0  I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw  search_prime   \n",
       "1  I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw  search_prime   \n",
       "2  I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw  search_prime   \n",
       "3  I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw  search_prime   \n",
       "4  I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw  search_prime   \n",
       "5  I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw  search_prime   \n",
       "\n",
       "                             d_ckId d_curPage d_pageSize  \\\n",
       "0  b45d8036a536be052b72007264749891         0         40   \n",
       "1  b45d8036a536be052b72007264749891         0         40   \n",
       "2  b45d8036a536be052b72007264749891         0         40   \n",
       "3  b45d8036a536be052b72007264749891         0         40   \n",
       "4  b45d8036a536be052b72007264749891         0         40   \n",
       "5  b45d8036a536be052b72007264749891         0         40   \n",
       "\n",
       "                           d_headId curPage  \n",
       "0  ccb7e2b3bd8af1e7252d5fff471bfd5d       1  \n",
       "1  ccb7e2b3bd8af1e7252d5fff471bfd5d       2  \n",
       "2  ccb7e2b3bd8af1e7252d5fff471bfd5d       3  \n",
       "3  ccb7e2b3bd8af1e7252d5fff471bfd5d       4  \n",
       "4  ccb7e2b3bd8af1e7252d5fff471bfd5d       1  \n",
       "5  ccb7e2b3bd8af1e7252d5fff471bfd5d       9  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# query内参数对比\n",
    "\n",
    "参数模板列表=list()\n",
    "for i in df_拆分url后[\"query\"]:\n",
    "    c=dict()\n",
    "    for k,v in parse_qs(i).items():\n",
    "        c[k]=v[0]\n",
    "    参数模板列表.append(c)\n",
    "    \n",
    "df_qs=pd.DataFrame(参数模板列表)\n",
    "df_qs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pageSize      1\n",
       "sortFlag      1\n",
       "key           1\n",
       "siTag         1\n",
       "d_sfrom       1\n",
       "d_ckId        1\n",
       "d_curPage     1\n",
       "d_pageSize    1\n",
       "d_headId      1\n",
       "curPage       5\n",
       "dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_qs.nunique() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pageSize</th>\n",
       "      <th>sortFlag</th>\n",
       "      <th>key</th>\n",
       "      <th>siTag</th>\n",
       "      <th>d_sfrom</th>\n",
       "      <th>d_ckId</th>\n",
       "      <th>d_curPage</th>\n",
       "      <th>d_pageSize</th>\n",
       "      <th>d_headId</th>\n",
       "      <th>curPage</th>\n",
       "      <th>curPage_int</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>40</td>\n",
       "      <td>15°radeFlag=0</td>\n",
       "      <td>python</td>\n",
       "      <td>I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>b45d8036a536be052b72007264749891</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>ccb7e2b3bd8af1e7252d5fff471bfd5d</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>40</td>\n",
       "      <td>15°radeFlag=0</td>\n",
       "      <td>python</td>\n",
       "      <td>I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>b45d8036a536be052b72007264749891</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>ccb7e2b3bd8af1e7252d5fff471bfd5d</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40</td>\n",
       "      <td>15°radeFlag=0</td>\n",
       "      <td>python</td>\n",
       "      <td>I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>b45d8036a536be052b72007264749891</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>ccb7e2b3bd8af1e7252d5fff471bfd5d</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>40</td>\n",
       "      <td>15°radeFlag=0</td>\n",
       "      <td>python</td>\n",
       "      <td>I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>b45d8036a536be052b72007264749891</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>ccb7e2b3bd8af1e7252d5fff471bfd5d</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40</td>\n",
       "      <td>15°radeFlag=0</td>\n",
       "      <td>python</td>\n",
       "      <td>I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>b45d8036a536be052b72007264749891</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>ccb7e2b3bd8af1e7252d5fff471bfd5d</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>40</td>\n",
       "      <td>15°radeFlag=0</td>\n",
       "      <td>python</td>\n",
       "      <td>I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw</td>\n",
       "      <td>search_prime</td>\n",
       "      <td>b45d8036a536be052b72007264749891</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>ccb7e2b3bd8af1e7252d5fff471bfd5d</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  pageSize       sortFlag     key  \\\n",
       "0       40  15°radeFlag=0  python   \n",
       "1       40  15°radeFlag=0  python   \n",
       "2       40  15°radeFlag=0  python   \n",
       "3       40  15°radeFlag=0  python   \n",
       "4       40  15°radeFlag=0  python   \n",
       "5       40  15°radeFlag=0  python   \n",
       "\n",
       "                                           siTag       d_sfrom  \\\n",
       "0  I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw  search_prime   \n",
       "1  I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw  search_prime   \n",
       "2  I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw  search_prime   \n",
       "3  I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw  search_prime   \n",
       "4  I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw  search_prime   \n",
       "5  I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw  search_prime   \n",
       "\n",
       "                             d_ckId d_curPage d_pageSize  \\\n",
       "0  b45d8036a536be052b72007264749891         0         40   \n",
       "1  b45d8036a536be052b72007264749891         0         40   \n",
       "2  b45d8036a536be052b72007264749891         0         40   \n",
       "3  b45d8036a536be052b72007264749891         0         40   \n",
       "4  b45d8036a536be052b72007264749891         0         40   \n",
       "5  b45d8036a536be052b72007264749891         0         40   \n",
       "\n",
       "                           d_headId curPage  curPage_int  \n",
       "0  ccb7e2b3bd8af1e7252d5fff471bfd5d       1            1  \n",
       "1  ccb7e2b3bd8af1e7252d5fff471bfd5d       2            2  \n",
       "2  ccb7e2b3bd8af1e7252d5fff471bfd5d       3            3  \n",
       "3  ccb7e2b3bd8af1e7252d5fff471bfd5d       4            4  \n",
       "4  ccb7e2b3bd8af1e7252d5fff471bfd5d       1            1  \n",
       "5  ccb7e2b3bd8af1e7252d5fff471bfd5d       9            9  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 数据类型转换 =》int\n",
    "# assign方法：直接向DataFrame对象添加新的一列\n",
    "df_qs = df_qs.assign (curPage_int=df_qs.curPage.astype(int)) \n",
    "df_qs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_qs.curPage_int.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'pageSize': '40',\n",
       "  'sortFlag': '15°radeFlag=0',\n",
       "  'key': 'python',\n",
       "  'siTag': 'I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_prime',\n",
       "  'd_ckId': 'b45d8036a536be052b72007264749891',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': 'ccb7e2b3bd8af1e7252d5fff471bfd5d',\n",
       "  'curPage': '1'},\n",
       " {'pageSize': '40',\n",
       "  'sortFlag': '15°radeFlag=0',\n",
       "  'key': 'python',\n",
       "  'siTag': 'I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_prime',\n",
       "  'd_ckId': 'b45d8036a536be052b72007264749891',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': 'ccb7e2b3bd8af1e7252d5fff471bfd5d',\n",
       "  'curPage': '2'},\n",
       " {'pageSize': '40',\n",
       "  'sortFlag': '15°radeFlag=0',\n",
       "  'key': 'python',\n",
       "  'siTag': 'I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_prime',\n",
       "  'd_ckId': 'b45d8036a536be052b72007264749891',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': 'ccb7e2b3bd8af1e7252d5fff471bfd5d',\n",
       "  'curPage': '3'},\n",
       " {'pageSize': '40',\n",
       "  'sortFlag': '15°radeFlag=0',\n",
       "  'key': 'python',\n",
       "  'siTag': 'I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_prime',\n",
       "  'd_ckId': 'b45d8036a536be052b72007264749891',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': 'ccb7e2b3bd8af1e7252d5fff471bfd5d',\n",
       "  'curPage': '4'},\n",
       " {'pageSize': '40',\n",
       "  'sortFlag': '15°radeFlag=0',\n",
       "  'key': 'python',\n",
       "  'siTag': 'I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_prime',\n",
       "  'd_ckId': 'b45d8036a536be052b72007264749891',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': 'ccb7e2b3bd8af1e7252d5fff471bfd5d',\n",
       "  'curPage': '1'},\n",
       " {'pageSize': '40',\n",
       "  'sortFlag': '15°radeFlag=0',\n",
       "  'key': 'python',\n",
       "  'siTag': 'I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_prime',\n",
       "  'd_ckId': 'b45d8036a536be052b72007264749891',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': 'ccb7e2b3bd8af1e7252d5fff471bfd5d',\n",
       "  'curPage': '9'}]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模板列表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'pageSize': '40',\n",
       " 'sortFlag': '15°radeFlag=0',\n",
       " 'key': 'python',\n",
       " 'siTag': 'I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw',\n",
       " 'd_sfrom': 'search_prime',\n",
       " 'd_ckId': 'b45d8036a536be052b72007264749891',\n",
       " 'd_curPage': '0',\n",
       " 'd_pageSize': '40',\n",
       " 'd_headId': 'ccb7e2b3bd8af1e7252d5fff471bfd5d',\n",
       " 'curPage': '4'}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 构建模板\n",
    "参数模板=参数模板列表[3]\n",
    "参数模板  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 重构建URL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 参数模板生成(key, curPage):   \n",
    "    参数 = 参数模板.copy()#.copy()用于复制\n",
    "    参数['curPage'] = curPage  #传进来的值替换掉原来的curPage值   \n",
    "    参数['key'] = key  #传进来的值替换掉原来的keyword值\n",
    "    return (参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: {'pageSize': '40',\n",
       "  'sortFlag': '15°radeFlag=0',\n",
       "  'key': '产品经理',\n",
       "  'siTag': 'I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_prime',\n",
       "  'd_ckId': 'b45d8036a536be052b72007264749891',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': 'ccb7e2b3bd8af1e7252d5fff471bfd5d',\n",
       "  'curPage': 0},\n",
       " 1: {'pageSize': '40',\n",
       "  'sortFlag': '15°radeFlag=0',\n",
       "  'key': '产品经理',\n",
       "  'siTag': 'I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_prime',\n",
       "  'd_ckId': 'b45d8036a536be052b72007264749891',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': 'ccb7e2b3bd8af1e7252d5fff471bfd5d',\n",
       "  'curPage': 1},\n",
       " 2: {'pageSize': '40',\n",
       "  'sortFlag': '15°radeFlag=0',\n",
       "  'key': '产品经理',\n",
       "  'siTag': 'I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_prime',\n",
       "  'd_ckId': 'b45d8036a536be052b72007264749891',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': 'ccb7e2b3bd8af1e7252d5fff471bfd5d',\n",
       "  'curPage': 2},\n",
       " 3: {'pageSize': '40',\n",
       "  'sortFlag': '15°radeFlag=0',\n",
       "  'key': '产品经理',\n",
       "  'siTag': 'I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_prime',\n",
       "  'd_ckId': 'b45d8036a536be052b72007264749891',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': 'ccb7e2b3bd8af1e7252d5fff471bfd5d',\n",
       "  'curPage': 3},\n",
       " 4: {'pageSize': '40',\n",
       "  'sortFlag': '15°radeFlag=0',\n",
       "  'key': '产品经理',\n",
       "  'siTag': 'I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_prime',\n",
       "  'd_ckId': 'b45d8036a536be052b72007264749891',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': 'ccb7e2b3bd8af1e7252d5fff471bfd5d',\n",
       "  'curPage': 4},\n",
       " 5: {'pageSize': '40',\n",
       "  'sortFlag': '15°radeFlag=0',\n",
       "  'key': '产品经理',\n",
       "  'siTag': 'I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_prime',\n",
       "  'd_ckId': 'b45d8036a536be052b72007264749891',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': 'ccb7e2b3bd8af1e7252d5fff471bfd5d',\n",
       "  'curPage': 5},\n",
       " 6: {'pageSize': '40',\n",
       "  'sortFlag': '15°radeFlag=0',\n",
       "  'key': '产品经理',\n",
       "  'siTag': 'I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_prime',\n",
       "  'd_ckId': 'b45d8036a536be052b72007264749891',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': 'ccb7e2b3bd8af1e7252d5fff471bfd5d',\n",
       "  'curPage': 6},\n",
       " 7: {'pageSize': '40',\n",
       "  'sortFlag': '15°radeFlag=0',\n",
       "  'key': '产品经理',\n",
       "  'siTag': 'I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_prime',\n",
       "  'd_ckId': 'b45d8036a536be052b72007264749891',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': 'ccb7e2b3bd8af1e7252d5fff471bfd5d',\n",
       "  'curPage': 7},\n",
       " 8: {'pageSize': '40',\n",
       "  'sortFlag': '15°radeFlag=0',\n",
       "  'key': '产品经理',\n",
       "  'siTag': 'I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_prime',\n",
       "  'd_ckId': 'b45d8036a536be052b72007264749891',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': 'ccb7e2b3bd8af1e7252d5fff471bfd5d',\n",
       "  'curPage': 8},\n",
       " 9: {'pageSize': '40',\n",
       "  'sortFlag': '15°radeFlag=0',\n",
       "  'key': '产品经理',\n",
       "  'siTag': 'I-7rQ0e90mv8a37po7dV3Q~fA9rXquZc5IkJpXC-Ycixw',\n",
       "  'd_sfrom': 'search_prime',\n",
       "  'd_ckId': 'b45d8036a536be052b72007264749891',\n",
       "  'd_curPage': '0',\n",
       "  'd_pageSize': '40',\n",
       "  'd_headId': 'ccb7e2b3bd8af1e7252d5fff471bfd5d',\n",
       "  'curPage': 9}}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "最新参数={i:参数模板生成(key='产品经理',curPage=i) for i in range(0,df_qs.curPage_int.max()+1)}\n",
    "最新参数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 翻页抓取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "\n",
    "def requests_liepin(params):\n",
    "    url=\"https://www.liepin.com/zhaopin/\"\n",
    "    r=session.get(url,params=params)\n",
    "    dict_xpath={\n",
    "    \"one\":{\n",
    "    \"公司名称\":'//p[@class=\"company-name\"]/a/text()',\n",
    "     '职位链接':'//div[@class=\"job-info\"]/h3/a/@href',\n",
    "    \"发布日期\":'//p[contains(@class,\"time-info\")]/time/@title',\n",
    "    \"学历要求\":'//span[@class=\"edu\"]/text()',\n",
    "    \"工作经验\":'//p[contains(@class,\"condition\")]/span[3]/text()',\n",
    "    '薪水':'//span[@class=\"text-warning\"]/text()'\n",
    "    \n",
    "    },\n",
    "    \"two\":{\n",
    "        '职位':'//div[@class=\"job-info\"]/h3/@title',\n",
    "        '上班地点':'//p[contains(@class,\"condition\")]/@title'\n",
    "        },\n",
    "    \n",
    "    }\n",
    "    数据字典={k:r.html.xpath(v)for k,v in dict_xpath[\"one\"].items()}\n",
    "    数据字典.update({ '职位':[a.split('聘')[1] for a in r.html.xpath(dict_xpath[\"two\"][\"职位\"])] })#update更新\n",
    "    数据字典.update({\"上班地点\":[x.split(\"_\")[1]  for x in r.html.xpath(dict_xpath[\"two\"][\"上班地点\"])]})\n",
    "    print ({k:len(v) for k,v in 数据字典.items()}) #查看每一列数据是否有遗漏(缺)\n",
    "    数据=pd.DataFrame(数据字典)\n",
    "    return 数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'公司名称': 40, '职位链接': 40, '发布日期': 40, '学历要求': 40, '工作经验': 40, '薪水': 40, '职位': 40, '上班地点': 40}\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>公司名称</th>\n",
       "      <th>职位链接</th>\n",
       "      <th>发布日期</th>\n",
       "      <th>学历要求</th>\n",
       "      <th>工作经验</th>\n",
       "      <th>薪水</th>\n",
       "      <th>职位</th>\n",
       "      <th>上班地点</th>\n",
       "      <th>curPage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>贸易宝</td>\n",
       "      <td>https://www.liepin.com/job/1937951415.shtml</td>\n",
       "      <td>2021年04月21日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>九峰医疗</td>\n",
       "      <td>https://www.liepin.com/job/1938222327.shtml</td>\n",
       "      <td>2021年04月15日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-25k·14薪</td>\n",
       "      <td>售前产品经理</td>\n",
       "      <td>南昌-高新区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>江苏华阳制药有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938210651.shtml</td>\n",
       "      <td>2021年04月21日</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-20k·12薪</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>南京-浦口区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>北大科技园</td>\n",
       "      <td>https://www.liepin.com/job/1937961133.shtml</td>\n",
       "      <td>2021年04月21日</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>九州通医药集团股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938447067.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>9-16k·12薪</td>\n",
       "      <td>ERP产品经理</td>\n",
       "      <td>武汉-汉阳区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>广东速狐信息科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1937891063.shtml</td>\n",
       "      <td>2021年04月21日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州-车陂</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>礁石数据(广州)</td>\n",
       "      <td>https://www.liepin.com/job/1938162993.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td>高级产品经理（社交电商、小程序方向）</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>安泰复材</td>\n",
       "      <td>https://www.liepin.com/job/1927706361.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>16-25k·12薪</td>\n",
       "      <td>产品销售经理</td>\n",
       "      <td>常州-新北区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>广州樊文花化妆品有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1914512103.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-25k·14薪</td>\n",
       "      <td>产品开发经理</td>\n",
       "      <td>广州-珠江新城</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>瑞安管理(上海)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938126913.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>23-33k·12薪</td>\n",
       "      <td>产品经理/副经理</td>\n",
       "      <td>上海-黄浦区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>瑞安管理(上海)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1937577167.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>25-32k·12薪</td>\n",
       "      <td>经理-线上产品及用户增长管理</td>\n",
       "      <td>上海-黄浦区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>浙江联发创新电子科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1933973615.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-18k·12薪</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>宁波-首南</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>贝塔斯曼</td>\n",
       "      <td>https://www.liepin.com/job/1929024387.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-15k·14薪</td>\n",
       "      <td>PM项目管理</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>久匠</td>\n",
       "      <td>https://www.liepin.com/job/1938333943.shtml</td>\n",
       "      <td>2021年04月21日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>上海宇易生物科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938325459.shtml</td>\n",
       "      <td>2021年04月21日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>18-25k·12薪</td>\n",
       "      <td>产品开发经理（护肤）</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>国汽智联</td>\n",
       "      <td>https://www.liepin.com/job/1937842223.shtml</td>\n",
       "      <td>2021年04月21日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>产品经理（V2X通信安全）</td>\n",
       "      <td>北京-亦庄</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>元气森林(北京)食品科技集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1937770041.shtml</td>\n",
       "      <td>2021年04月21日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>龙信房地产</td>\n",
       "      <td>https://www.liepin.com/job/1928688497.shtml</td>\n",
       "      <td>2021年04月21日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-25k·12薪</td>\n",
       "      <td>建筑设计经理（产品研发）</td>\n",
       "      <td>南通</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>浙江星月电器有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938364061.shtml</td>\n",
       "      <td>2021年04月21日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-28k·13薪</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>河南亚都实业有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938335929.shtml</td>\n",
       "      <td>2021年04月21日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>5-9k·12薪</td>\n",
       "      <td>产品经理（母婴用品、生活护理品）</td>\n",
       "      <td>郑州</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>北京京发房地产开发有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1937797439.shtml</td>\n",
       "      <td>2021年04月21日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>50-80k·14薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>北京西鼎众合技术有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1933923839.shtml</td>\n",
       "      <td>2021年04月21日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>18-36k·13薪</td>\n",
       "      <td>存储产品解决方案经理</td>\n",
       "      <td>无锡</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>北京九一云科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1928477547.shtml</td>\n",
       "      <td>2021年04月21日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>11-18k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>成都-高新区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>爱浦京软件</td>\n",
       "      <td>https://www.liepin.com/job/1935202985.shtml</td>\n",
       "      <td>2021年04月21日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>项目经理pm</td>\n",
       "      <td>珠海</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>上海天庚化工有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938348679.shtml</td>\n",
       "      <td>2021年04月20日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>上海-北蔡</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>大烨智能</td>\n",
       "      <td>https://www.liepin.com/job/1938348123.shtml</td>\n",
       "      <td>2021年04月20日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>南京</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>致美生活(北京)科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938337939.shtml</td>\n",
       "      <td>2021年04月20日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>后端高级产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>吉因加</td>\n",
       "      <td>https://www.liepin.com/job/1935517365.shtml</td>\n",
       "      <td>2021年04月20日</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-15k·14薪</td>\n",
       "      <td>产品经理（生物信息）</td>\n",
       "      <td>苏州</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>北京神州付科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1934247533.shtml</td>\n",
       "      <td>2021年04月20日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-35k·14薪</td>\n",
       "      <td>银行/支付产品经理</td>\n",
       "      <td>北京-望京</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>就来帮企业</td>\n",
       "      <td>https://www.liepin.com/job/196687247.shtml</td>\n",
       "      <td>2021年04月20日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>杭州-古荡</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>北京百普赛斯生物科技股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1937435867.shtml</td>\n",
       "      <td>2021年04月20日</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>产品经理（伴随诊断）</td>\n",
       "      <td>北京</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>问向教育</td>\n",
       "      <td>https://www.liepin.com/job/1937110873.shtml</td>\n",
       "      <td>2021年04月20日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>25-35k·12薪</td>\n",
       "      <td>产品经理（政府/学校定制项目）</td>\n",
       "      <td>上海-徐汇区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>荣昌制药</td>\n",
       "      <td>https://www.liepin.com/job/192978379.shtml</td>\n",
       "      <td>2021年04月20日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-15k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>烟台</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>富士康科技集团准时达国际供应链管理</td>\n",
       "      <td>https://www.liepin.com/job/1938328395.shtml</td>\n",
       "      <td>2021年04月19日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>海运产品经理</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>成都阿尔刚雷绝缘连电插座制造有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1935469701.shtml</td>\n",
       "      <td>2021年04月19日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>成都-郫都区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>阿吉斯(厦门)体育用品有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1932823771.shtml</td>\n",
       "      <td>2021年04月19日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>产品经理(鞋/服)</td>\n",
       "      <td>厦门</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>曼帛（上海）家居科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1915461687.shtml</td>\n",
       "      <td>2021年04月19日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>产品设计  产品研发经理</td>\n",
       "      <td>上海-长征</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>上海亦源智能科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1936778561.shtml</td>\n",
       "      <td>2021年04月19日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-10k·12薪</td>\n",
       "      <td>产品项目经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>微芯生物</td>\n",
       "      <td>https://www.liepin.com/job/1935639863.shtml</td>\n",
       "      <td>2021年04月19日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-25k·13薪</td>\n",
       "      <td>区域产品经理（乳腺癌产品）</td>\n",
       "      <td>北京-太平桥</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>浙江康网医药有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1937865433.shtml</td>\n",
       "      <td>2021年04月16日</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-20k·13薪</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>杭州-江干区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  公司名称                                         职位链接  \\\n",
       "0                  贸易宝  https://www.liepin.com/job/1937951415.shtml   \n",
       "1                 九峰医疗  https://www.liepin.com/job/1938222327.shtml   \n",
       "2           江苏华阳制药有限公司  https://www.liepin.com/job/1938210651.shtml   \n",
       "3                北大科技园  https://www.liepin.com/job/1937961133.shtml   \n",
       "4        九州通医药集团股份有限公司  https://www.liepin.com/job/1938447067.shtml   \n",
       "5         广东速狐信息科技有限公司  https://www.liepin.com/job/1937891063.shtml   \n",
       "6             礁石数据(广州)  https://www.liepin.com/job/1938162993.shtml   \n",
       "7                 安泰复材  https://www.liepin.com/job/1927706361.shtml   \n",
       "8         广州樊文花化妆品有限公司  https://www.liepin.com/job/1914512103.shtml   \n",
       "9         瑞安管理(上海)有限公司  https://www.liepin.com/job/1938126913.shtml   \n",
       "10        瑞安管理(上海)有限公司  https://www.liepin.com/job/1937577167.shtml   \n",
       "11      浙江联发创新电子科技有限公司  https://www.liepin.com/job/1933973615.shtml   \n",
       "12                贝塔斯曼  https://www.liepin.com/job/1929024387.shtml   \n",
       "13                  久匠  https://www.liepin.com/job/1938333943.shtml   \n",
       "14        上海宇易生物科技有限公司  https://www.liepin.com/job/1938325459.shtml   \n",
       "15                国汽智联  https://www.liepin.com/job/1937842223.shtml   \n",
       "16  元气森林(北京)食品科技集团有限公司  https://www.liepin.com/job/1937770041.shtml   \n",
       "17               龙信房地产  https://www.liepin.com/job/1928688497.shtml   \n",
       "18          浙江星月电器有限公司  https://www.liepin.com/job/1938364061.shtml   \n",
       "19          河南亚都实业有限公司  https://www.liepin.com/job/1938335929.shtml   \n",
       "20       北京京发房地产开发有限公司  https://www.liepin.com/job/1937797439.shtml   \n",
       "21        北京西鼎众合技术有限公司  https://www.liepin.com/job/1933923839.shtml   \n",
       "22         北京九一云科技有限公司  https://www.liepin.com/job/1928477547.shtml   \n",
       "23               爱浦京软件  https://www.liepin.com/job/1935202985.shtml   \n",
       "24          上海天庚化工有限公司  https://www.liepin.com/job/1938348679.shtml   \n",
       "25                大烨智能  https://www.liepin.com/job/1938348123.shtml   \n",
       "26      致美生活(北京)科技有限公司  https://www.liepin.com/job/1938337939.shtml   \n",
       "27                 吉因加  https://www.liepin.com/job/1935517365.shtml   \n",
       "28         北京神州付科技有限公司  https://www.liepin.com/job/1934247533.shtml   \n",
       "29               就来帮企业   https://www.liepin.com/job/196687247.shtml   \n",
       "30    北京百普赛斯生物科技股份有限公司  https://www.liepin.com/job/1937435867.shtml   \n",
       "31                问向教育  https://www.liepin.com/job/1937110873.shtml   \n",
       "32                荣昌制药   https://www.liepin.com/job/192978379.shtml   \n",
       "33   富士康科技集团准时达国际供应链管理  https://www.liepin.com/job/1938328395.shtml   \n",
       "34  成都阿尔刚雷绝缘连电插座制造有限公司  https://www.liepin.com/job/1935469701.shtml   \n",
       "35     阿吉斯(厦门)体育用品有限公司  https://www.liepin.com/job/1932823771.shtml   \n",
       "36      曼帛（上海）家居科技有限公司  https://www.liepin.com/job/1915461687.shtml   \n",
       "37        上海亦源智能科技有限公司  https://www.liepin.com/job/1936778561.shtml   \n",
       "38                微芯生物  https://www.liepin.com/job/1935639863.shtml   \n",
       "39          浙江康网医药有限公司  https://www.liepin.com/job/1937865433.shtml   \n",
       "\n",
       "           发布日期   学历要求   工作经验          薪水                  职位     上班地点  \\\n",
       "0   2021年04月21日   统招本科  5-10年  15-30k·13薪              高级产品经理   广州-天河区   \n",
       "1   2021年04月15日  本科及以上  5-10年  15-25k·14薪              售前产品经理   南昌-高新区   \n",
       "2   2021年04月21日  硕士及以上   3-5年  12-20k·12薪              医药产品经理   南京-浦口区   \n",
       "3   2021年04月21日  硕士及以上  硕士及以上  20-30k·12薪                产品经理   北京-海淀区   \n",
       "4   2021年04月22日   统招本科  5-10年   9-16k·12薪             ERP产品经理   武汉-汉阳区   \n",
       "5   2021年04月21日   统招本科  5-10年  15-30k·13薪                产品经理    广州-车陂   \n",
       "6   2021年04月22日  本科及以上   3-5年  20-30k·13薪  高级产品经理（社交电商、小程序方向）   广州-番禺区   \n",
       "7   2021年04月22日  本科及以上  5-10年  16-25k·12薪              产品销售经理   常州-新北区   \n",
       "8   2021年04月22日   统招本科  5-10年  20-25k·14薪              产品开发经理  广州-珠江新城   \n",
       "9   2021年04月22日  本科及以上  5-10年  23-33k·12薪            产品经理/副经理   上海-黄浦区   \n",
       "10  2021年04月22日  本科及以上  5-10年  25-32k·12薪      经理-线上产品及用户增长管理   上海-黄浦区   \n",
       "11  2021年04月22日  大专及以上   3-5年  10-18k·12薪             互联网产品经理    宁波-首南   \n",
       "12  2021年04月22日  本科及以上   3-5年  10-15k·14薪              PM项目管理   上海-静安区   \n",
       "13  2021年04月21日  本科及以上   3-5年  20-30k·12薪                产品经理       上海   \n",
       "14  2021年04月21日  本科及以上   3-5年  18-25k·12薪          产品开发经理（护肤）   上海-长宁区   \n",
       "15  2021年04月21日  本科及以上  本科及以上  15-30k·12薪       产品经理（V2X通信安全）    北京-亦庄   \n",
       "16  2021年04月21日  本科及以上   1-3年  10-15k·12薪                产品经理       北京   \n",
       "17  2021年04月21日   统招本科   3-5年  20-25k·12薪        建筑设计经理（产品研发）       南通   \n",
       "18  2021年04月21日  本科及以上  5-10年  15-28k·13薪              高级产品经理       北京   \n",
       "19  2021年04月21日  大专及以上   3-5年    5-9k·12薪    产品经理（母婴用品、生活护理品）       郑州   \n",
       "20  2021年04月21日   统招本科  5-10年  50-80k·14薪                产品经理       上海   \n",
       "21  2021年04月21日   统招本科  5-10年  18-36k·13薪          存储产品解决方案经理       无锡   \n",
       "22  2021年04月21日   统招本科   3-5年  11-18k·12薪                产品经理   成都-高新区   \n",
       "23  2021年04月21日  本科及以上   经验不限  20-30k·12薪              项目经理pm       珠海   \n",
       "24  2021年04月20日  本科及以上   3-5年  10-15k·13薪             互联网产品经理    上海-北蔡   \n",
       "25  2021年04月20日  本科及以上   3-5年  10-20k·12薪                产品经理       南京   \n",
       "26  2021年04月20日  本科及以上  5-10年  30-40k·13薪            后端高级产品经理       北京   \n",
       "27  2021年04月20日  硕士及以上   1-3年  10-15k·14薪          产品经理（生物信息）       苏州   \n",
       "28  2021年04月20日  本科及以上  5-10年  15-35k·14薪           银行/支付产品经理    北京-望京   \n",
       "29  2021年04月20日   统招本科   1-3年  12-20k·13薪                产品经理    杭州-古荡   \n",
       "30  2021年04月20日  硕士及以上   3-5年  15-25k·12薪          产品经理（伴随诊断）       北京   \n",
       "31  2021年04月20日   统招本科  5-10年  25-35k·12薪     产品经理（政府/学校定制项目）   上海-徐汇区   \n",
       "32  2021年04月20日   统招本科   1-3年   8-15k·12薪                产品经理       烟台   \n",
       "33  2021年04月19日  大专及以上   3-5年          面议              海运产品经理   深圳-龙华区   \n",
       "34  2021年04月19日  本科及以上  5-10年  15-25k·12薪              高级产品经理   成都-郫都区   \n",
       "35  2021年04月19日  本科及以上  5-10年  10-15k·12薪           产品经理(鞋/服)       厦门   \n",
       "36  2021年04月19日  大专及以上  5-10年  15-30k·12薪        产品设计  产品研发经理    上海-长征   \n",
       "37  2021年04月19日  大专及以上   1-3年   8-10k·12薪              产品项目经理       上海   \n",
       "38  2021年04月19日  本科及以上   3-5年  10-25k·13薪       区域产品经理（乳腺癌产品）   北京-太平桥   \n",
       "39  2021年04月16日  硕士及以上   1-3年  10-20k·13薪              医药产品经理   杭州-江干区   \n",
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     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'公司名称': 40, '职位链接': 40, '发布日期': 40, '学历要求': 40, '工作经验': 40, '薪水': 40, '职位': 40, '上班地点': 40}\n"
     ]
    },
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     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>公司名称</th>\n",
       "      <th>职位链接</th>\n",
       "      <th>发布日期</th>\n",
       "      <th>学历要求</th>\n",
       "      <th>工作经验</th>\n",
       "      <th>薪水</th>\n",
       "      <th>职位</th>\n",
       "      <th>上班地点</th>\n",
       "      <th>curPage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>微芯生物</td>\n",
       "      <td>https://www.liepin.com/job/1935639863.shtml</td>\n",
       "      <td>2021年04月19日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-25k·13薪</td>\n",
       "      <td>区域产品经理（乳腺癌产品）</td>\n",
       "      <td>北京-太平桥</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>浙江康网医药有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1937865433.shtml</td>\n",
       "      <td>2021年04月16日</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-20k·13薪</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>杭州-江干区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>九峰医疗</td>\n",
       "      <td>https://www.liepin.com/job/1938222327.shtml</td>\n",
       "      <td>2021年04月15日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-25k·14薪</td>\n",
       "      <td>售前产品经理</td>\n",
       "      <td>南昌-高新区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>奇晟贸易</td>\n",
       "      <td>https://www.liepin.com/job/1938150431.shtml</td>\n",
       "      <td>2021年04月15日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-20k·12薪</td>\n",
       "      <td>塑料添加剂 产品经理</td>\n",
       "      <td>广州-天河北</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Zuora</td>\n",
       "      <td>https://www.liepin.com/job/1938075771.shtml</td>\n",
       "      <td>2021年04月13日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>面议</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>北京-东城区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>小猪</td>\n",
       "      <td>https://www.liepin.com/job/1934739549.shtml</td>\n",
       "      <td>2021年03月23日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>30-40k·14薪</td>\n",
       "      <td>策略产品经理</td>\n",
       "      <td>北京-万柳</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>南京信业能源科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1936714531.shtml</td>\n",
       "      <td>2021年03月08日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>南京-浦口区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>苏州朗开医疗技术有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1935466611.shtml</td>\n",
       "      <td>2021年02月01日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>20-30k·14薪</td>\n",
       "      <td>医疗产品经理</td>\n",
       "      <td>苏州-吴江区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>景忠山国药(唐山)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1924094691.shtml</td>\n",
       "      <td>2020年12月23日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>18-24k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>唐山</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>平安银行</td>\n",
       "      <td>https://www.liepin.com/job/1934072513.shtml</td>\n",
       "      <td>2020年12月06日</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>BK33M4-产品经理团队结构化交易员</td>\n",
       "      <td>深圳</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>凌华科技</td>\n",
       "      <td>https://www.liepin.com/job/1938450299.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-30k·14薪</td>\n",
       "      <td>硬件产品经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>搜狐</td>\n",
       "      <td>https://www.liepin.com/job/1938450005.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>产品运营经理  (MJ007823)</td>\n",
       "      <td>武汉-江岸区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>武汉楚天优游网络科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938449953.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>武汉</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>玖鑫生物</td>\n",
       "      <td>https://www.liepin.com/job/1938449907.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>6-12k·12薪</td>\n",
       "      <td>市场部产品经理</td>\n",
       "      <td>荆门</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>上海畇辉贸易有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938449733.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>吉林省诚赉商务服务有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938449599.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>4-7k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>长春-二道区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>澳门国际银行股份有限公司广州分行</td>\n",
       "      <td>https://www.liepin.com/job/1938449515.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>22-25k·12薪</td>\n",
       "      <td>产品经理（对公业务）</td>\n",
       "      <td>佛山-南海区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>长江存储科技有限责任公司</td>\n",
       "      <td>https://www.liepin.com/job/1938449483.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>18-30k·12薪</td>\n",
       "      <td>产品市场传播经理/高级经理（武汉/北京/上海）（J11925）</td>\n",
       "      <td>武汉</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>银之杰科技深圳</td>\n",
       "      <td>https://www.liepin.com/job/1938449461.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>18-25k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>工银科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938449195.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-35k·13薪</td>\n",
       "      <td>技术产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>北京中天嘉华信息技术有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938449139.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>尔湾科技</td>\n",
       "      <td>https://www.liepin.com/job/1938449125.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>前台产品经理（券商方向）</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>融360</td>\n",
       "      <td>https://www.liepin.com/job/1938449041.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>15-20k·15薪</td>\n",
       "      <td>产品经理 (MJ000180)</td>\n",
       "      <td>北京-中关村</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>尔湾科技</td>\n",
       "      <td>https://www.liepin.com/job/1938449009.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>后台产品经理（券商业务方向）</td>\n",
       "      <td>深圳-科技园</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>成都赛维益生命科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938448995.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-18k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>成都</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>三旋供应链</td>\n",
       "      <td>https://www.liepin.com/job/1938448947.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>产品推广主管/经理（快消B端）</td>\n",
       "      <td>成都-高新区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>威派格</td>\n",
       "      <td>https://www.liepin.com/job/1938448801.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-35k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>武汉-江夏区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>步长制药</td>\n",
       "      <td>https://www.liepin.com/job/1938448747.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>5-10k·12薪</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>青岛-市南区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938448567.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>25-50k·12薪</td>\n",
       "      <td>b端产品经理</td>\n",
       "      <td>上海-闵行区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>尔湾科技</td>\n",
       "      <td>https://www.liepin.com/job/1938448315.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>深圳前海跨海侠跨境电子商务有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938448157.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>16-23k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>北京之二</td>\n",
       "      <td>https://www.liepin.com/job/1938448067.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>北京-望京</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>先进数通</td>\n",
       "      <td>https://www.liepin.com/job/1938447947.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>云账户（天津）共享经济信息咨询有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938447913.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>25-40k·16薪</td>\n",
       "      <td>社交产品经理（游戏社交/语聊房/短视频社交均可）</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>小米</td>\n",
       "      <td>https://www.liepin.com/job/1938447131.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-35k·12薪</td>\n",
       "      <td>产品业务培训经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>睿仁泽科技</td>\n",
       "      <td>https://www.liepin.com/job/1938447101.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>35-50k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>深圳协同管理咨询有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938447095.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>18-30k·12薪</td>\n",
       "      <td>产品经理（财务方向）</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>南京硅基智能科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938446819.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>ai产品经理</td>\n",
       "      <td>南京-雨花台区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>华大集团</td>\n",
       "      <td>https://www.liepin.com/job/1938446485.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-14k·12薪</td>\n",
       "      <td>产品经理（酶试剂）</td>\n",
       "      <td>青岛-黄岛区</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>佰策(上海)贸易有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938446337.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-16k·12薪</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   公司名称                                         职位链接  \\\n",
       "0                  微芯生物  https://www.liepin.com/job/1935639863.shtml   \n",
       "1            浙江康网医药有限公司  https://www.liepin.com/job/1937865433.shtml   \n",
       "2                  九峰医疗  https://www.liepin.com/job/1938222327.shtml   \n",
       "3                  奇晟贸易  https://www.liepin.com/job/1938150431.shtml   \n",
       "4                 Zuora  https://www.liepin.com/job/1938075771.shtml   \n",
       "5                    小猪  https://www.liepin.com/job/1934739549.shtml   \n",
       "6          南京信业能源科技有限公司  https://www.liepin.com/job/1936714531.shtml   \n",
       "7          苏州朗开医疗技术有限公司  https://www.liepin.com/job/1935466611.shtml   \n",
       "8         景忠山国药(唐山)有限公司  https://www.liepin.com/job/1924094691.shtml   \n",
       "9                  平安银行  https://www.liepin.com/job/1934072513.shtml   \n",
       "10                 凌华科技  https://www.liepin.com/job/1938450299.shtml   \n",
       "11                   搜狐  https://www.liepin.com/job/1938450005.shtml   \n",
       "12       武汉楚天优游网络科技有限公司  https://www.liepin.com/job/1938449953.shtml   \n",
       "13                 玖鑫生物  https://www.liepin.com/job/1938449907.shtml   \n",
       "14           上海畇辉贸易有限公司  https://www.liepin.com/job/1938449733.shtml   \n",
       "15        吉林省诚赉商务服务有限公司  https://www.liepin.com/job/1938449599.shtml   \n",
       "16     澳门国际银行股份有限公司广州分行  https://www.liepin.com/job/1938449515.shtml   \n",
       "17         长江存储科技有限责任公司  https://www.liepin.com/job/1938449483.shtml   \n",
       "18              银之杰科技深圳  https://www.liepin.com/job/1938449461.shtml   \n",
       "19             工银科技有限公司  https://www.liepin.com/job/1938449195.shtml   \n",
       "20       北京中天嘉华信息技术有限公司  https://www.liepin.com/job/1938449139.shtml   \n",
       "21                 尔湾科技  https://www.liepin.com/job/1938449125.shtml   \n",
       "22                 融360  https://www.liepin.com/job/1938449041.shtml   \n",
       "23                 尔湾科技  https://www.liepin.com/job/1938449009.shtml   \n",
       "24        成都赛维益生命科技有限公司  https://www.liepin.com/job/1938448995.shtml   \n",
       "25                三旋供应链  https://www.liepin.com/job/1938448947.shtml   \n",
       "26                  威派格  https://www.liepin.com/job/1938448801.shtml   \n",
       "27                 步长制药  https://www.liepin.com/job/1938448747.shtml   \n",
       "28                 字节跳动  https://www.liepin.com/job/1938448567.shtml   \n",
       "29                 尔湾科技  https://www.liepin.com/job/1938448315.shtml   \n",
       "30    深圳前海跨海侠跨境电子商务有限公司  https://www.liepin.com/job/1938448157.shtml   \n",
       "31                 北京之二  https://www.liepin.com/job/1938448067.shtml   \n",
       "32                 先进数通  https://www.liepin.com/job/1938447947.shtml   \n",
       "33  云账户（天津）共享经济信息咨询有限公司  https://www.liepin.com/job/1938447913.shtml   \n",
       "34                   小米  https://www.liepin.com/job/1938447131.shtml   \n",
       "35                睿仁泽科技  https://www.liepin.com/job/1938447101.shtml   \n",
       "36         深圳协同管理咨询有限公司  https://www.liepin.com/job/1938447095.shtml   \n",
       "37         南京硅基智能科技有限公司  https://www.liepin.com/job/1938446819.shtml   \n",
       "38                 华大集团  https://www.liepin.com/job/1938446485.shtml   \n",
       "39         佰策(上海)贸易有限公司  https://www.liepin.com/job/1938446337.shtml   \n",
       "\n",
       "           发布日期   学历要求   工作经验          薪水                               职位  \\\n",
       "0   2021年04月19日  本科及以上   3-5年  10-25k·13薪                    区域产品经理（乳腺癌产品）   \n",
       "1   2021年04月16日  硕士及以上   1-3年  10-20k·13薪                           医药产品经理   \n",
       "2   2021年04月15日  本科及以上  5-10年  15-25k·14薪                           售前产品经理   \n",
       "3   2021年04月15日   统招本科   3-5年   8-20k·12薪                       塑料添加剂 产品经理   \n",
       "4   2021年04月13日   统招本科   统招本科          面议                           高级产品经理   \n",
       "5   2021年03月23日   统招本科   3-5年  30-40k·14薪                           策略产品经理   \n",
       "6   2021年03月08日  本科及以上  5-10年  15-20k·12薪                           高级产品经理   \n",
       "7   2021年02月01日  本科及以上   经验不限  20-30k·14薪                           医疗产品经理   \n",
       "8   2020年12月23日  大专及以上   3-5年  18-24k·12薪                             产品经理   \n",
       "9   2020年12月06日   学历不限  5-10年          面议              BK33M4-产品经理团队结构化交易员   \n",
       "10  2021年04月22日  本科及以上  5-10年  20-30k·14薪                           硬件产品经理   \n",
       "11  2021年04月22日   统招本科   3-5年   8-12k·12薪               产品运营经理  (MJ007823)   \n",
       "12  2021年04月22日  大专及以上   3-5年  10-15k·12薪                             产品经理   \n",
       "13  2021年04月22日  大专及以上   3-5年   6-12k·12薪                          市场部产品经理   \n",
       "14  2021年04月22日  本科及以上   3-5年  20-30k·13薪                             产品经理   \n",
       "15  2021年04月22日  本科及以上   1-3年    4-7k·12薪                             产品经理   \n",
       "16  2021年04月22日   统招本科   经验不限  22-25k·12薪                       产品经理（对公业务）   \n",
       "17  2021年04月22日   统招本科  5-10年  18-30k·12薪  产品市场传播经理/高级经理（武汉/北京/上海）（J11925）   \n",
       "18  2021年04月22日  本科及以上   3-5年  18-25k·12薪                             产品经理   \n",
       "19  2021年04月22日  本科及以上  5-10年  20-35k·13薪                           技术产品经理   \n",
       "20  2021年04月22日   统招本科   统招本科  20-30k·12薪                           高级产品经理   \n",
       "21  2021年04月22日   统招本科  5-10年  20-40k·14薪                     前台产品经理（券商方向）   \n",
       "22  2021年04月22日  本科及以上  本科及以上  15-20k·15薪                  产品经理 (MJ000180)   \n",
       "23  2021年04月22日   统招本科  5-10年  20-40k·14薪                   后台产品经理（券商业务方向）   \n",
       "24  2021年04月22日   统招本科  5-10年  15-18k·12薪                             产品经理   \n",
       "25  2021年04月22日  大专及以上  5-10年  10-15k·12薪                  产品推广主管/经理（快消B端）   \n",
       "26  2021年04月22日  本科及以上   3-5年  15-35k·12薪                             产品经理   \n",
       "27  2021年04月22日  大专及以上   1-3年   5-10k·12薪                           医药产品经理   \n",
       "28  2021年04月22日   统招本科   经验不限  25-50k·12薪                           b端产品经理   \n",
       "29  2021年04月22日   统招本科   3-5年  20-40k·14薪                           数据产品经理   \n",
       "30  2021年04月22日  本科及以上   3-5年  16-23k·12薪                             产品经理   \n",
       "31  2021年04月22日  大专及以上   3-5年  20-30k·12薪                           电商产品经理   \n",
       "32  2021年04月22日  大专及以上   3-5年  10-20k·12薪                             产品经理   \n",
       "33  2021年04月22日  本科及以上  本科及以上  25-40k·16薪         社交产品经理（游戏社交/语聊房/短视频社交均可）   \n",
       "34  2021年04月22日  大专及以上  5-10年  15-35k·12薪                         产品业务培训经理   \n",
       "35  2021年04月22日  硕士及以上  硕士及以上  35-50k·12薪                             产品经理   \n",
       "36  2021年04月22日  本科及以上  本科及以上  18-30k·12薪                       产品经理（财务方向）   \n",
       "37  2021年04月22日  本科及以上   3-5年  15-25k·12薪                           ai产品经理   \n",
       "38  2021年04月22日  本科及以上   1-3年   8-14k·12薪                        产品经理（酶试剂）   \n",
       "39  2021年04月22日  本科及以上   3-5年  12-16k·12薪                           医药产品经理   \n",
       "\n",
       "       上班地点  curPage  \n",
       "0    北京-太平桥        1  \n",
       "1    杭州-江干区        1  \n",
       "2    南昌-高新区        1  \n",
       "3    广州-天河北        1  \n",
       "4    北京-东城区        1  \n",
       "5     北京-万柳        1  \n",
       "6    南京-浦口区        1  \n",
       "7    苏州-吴江区        1  \n",
       "8        唐山        1  \n",
       "9        深圳        1  \n",
       "10       上海        1  \n",
       "11   武汉-江岸区        1  \n",
       "12       武汉        1  \n",
       "13       荆门        1  \n",
       "14       上海        1  \n",
       "15   长春-二道区        1  \n",
       "16   佛山-南海区        1  \n",
       "17       武汉        1  \n",
       "18   深圳-福田区        1  \n",
       "19       北京        1  \n",
       "20   北京-朝阳区        1  \n",
       "21   深圳-南山区        1  \n",
       "22   北京-中关村        1  \n",
       "23   深圳-科技园        1  \n",
       "24       成都        1  \n",
       "25   成都-高新区        1  \n",
       "26   武汉-江夏区        1  \n",
       "27   青岛-市南区        1  \n",
       "28   上海-闵行区        1  \n",
       "29   深圳-南山区        1  \n",
       "30   深圳-福田区        1  \n",
       "31    北京-望京        1  \n",
       "32       北京        1  \n",
       "33   北京-朝阳区        1  \n",
       "34       北京        1  \n",
       "35   北京-朝阳区        1  \n",
       "36   北京-朝阳区        1  \n",
       "37  南京-雨花台区        1  \n",
       "38   青岛-黄岛区        1  \n",
       "39       上海        1  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'公司名称': 40, '职位链接': 40, '发布日期': 40, '学历要求': 40, '工作经验': 40, '薪水': 40, '职位': 40, '上班地点': 40}\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>公司名称</th>\n",
       "      <th>职位链接</th>\n",
       "      <th>发布日期</th>\n",
       "      <th>学历要求</th>\n",
       "      <th>工作经验</th>\n",
       "      <th>薪水</th>\n",
       "      <th>职位</th>\n",
       "      <th>上班地点</th>\n",
       "      <th>curPage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>佰策(上海)贸易有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938446215.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-16k·12薪</td>\n",
       "      <td>医疗器械产品经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>明德生物</td>\n",
       "      <td>https://www.liepin.com/job/1938446175.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>武汉</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>欢聚集团</td>\n",
       "      <td>https://www.liepin.com/job/1938446171.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>电商产品经理（社交电商） (MJ003977)</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>欢聚集团</td>\n",
       "      <td>https://www.liepin.com/job/1938446169.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>电商产品经理（社交电商） (MJ003977)</td>\n",
       "      <td>杭州-西湖区</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>佰策(上海)贸易有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938446033.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-16k·12薪</td>\n",
       "      <td>医疗产品经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>明德生物</td>\n",
       "      <td>https://www.liepin.com/job/1938446017.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>医疗信息化产品经理</td>\n",
       "      <td>武汉</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>TCL实业控股(广东)股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938445993.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>6-10k·12薪</td>\n",
       "      <td>产品经理（总账）</td>\n",
       "      <td>惠州</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>千年舟</td>\n",
       "      <td>https://www.liepin.com/job/1938445889.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>40-60k·12薪</td>\n",
       "      <td>家居产品高级经理</td>\n",
       "      <td>杭州</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>科大讯飞</td>\n",
       "      <td>https://www.liepin.com/job/1938445867.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-15k·14薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>廊坊</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>佰策(上海)贸易有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938445853.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-16k·12薪</td>\n",
       "      <td>耗材产品经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>广东维正科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938445773.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>APP产品经理</td>\n",
       "      <td>广州-东山口</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>佰策(上海)贸易有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938445737.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-16k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>携程集团</td>\n",
       "      <td>https://www.liepin.com/job/1938445563.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>前端产品经理(J22751)</td>\n",
       "      <td>上海-华漕</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>欢聚集团</td>\n",
       "      <td>https://www.liepin.com/job/1938445471.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>电商产品经理（订阅计费） (MJ003976)</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>欢聚集团</td>\n",
       "      <td>https://www.liepin.com/job/1938445469.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>电商产品经理（订阅计费） (MJ003976)</td>\n",
       "      <td>杭州-西湖区</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>TCL实业控股(广东)股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938445445.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>6-10k·12薪</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>惠州</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>慧科讯业</td>\n",
       "      <td>https://www.liepin.com/job/1938445241.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>北京-左家庄</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>慧科讯业</td>\n",
       "      <td>https://www.liepin.com/job/1938445089.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·12薪</td>\n",
       "      <td>产品市场经理</td>\n",
       "      <td>上海-龙华</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>慧科讯业</td>\n",
       "      <td>https://www.liepin.com/job/1938444925.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>定价策略产品经理</td>\n",
       "      <td>上海-龙华</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>上海即科智能技术集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938444911.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>企业金融产品经理</td>\n",
       "      <td>上海-江湾</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>京东商城</td>\n",
       "      <td>https://www.liepin.com/job/1938444795.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>20-40k·12薪</td>\n",
       "      <td>家电服务产品规划经理</td>\n",
       "      <td>北京-大兴区</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>内蒙古华融电力科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938444667.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>7-10k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>呼和浩特-赛罕区</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>美的集团</td>\n",
       "      <td>https://www.liepin.com/job/1938444621.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>TJ9419-IT产品经理</td>\n",
       "      <td>佛山-顺德区</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>京东科技集团</td>\n",
       "      <td>https://www.liepin.com/job/1938444347.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>25-50k·14薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>武汉新普惠科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938444195.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>5-8k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>武汉</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>永安期货</td>\n",
       "      <td>https://www.liepin.com/job/1938444133.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>杭州</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>正邦集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938443737.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>上海-洋泾</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>OPPO移动通信</td>\n",
       "      <td>https://www.liepin.com/job/1938443647.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>产品经理（海外会员/社区）</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>河南洛多卫浴有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938443313.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>13-20k·12薪</td>\n",
       "      <td>产品开发经理</td>\n",
       "      <td>许昌-长葛</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>徐工集团</td>\n",
       "      <td>https://www.liepin.com/job/1938443267.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>海外产品经理</td>\n",
       "      <td>徐州</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>常州英集动力科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938442519.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>7-12k·13薪</td>\n",
       "      <td>热能产品经理</td>\n",
       "      <td>常州-新北区</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>科大讯飞</td>\n",
       "      <td>https://www.liepin.com/job/1938442121.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-15k·14薪</td>\n",
       "      <td>产品经理--技术中心--武汉</td>\n",
       "      <td>武汉</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>积加科技</td>\n",
       "      <td>https://www.liepin.com/job/1938441935.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>30-35k·14薪</td>\n",
       "      <td>app产品经理（智能硬件）</td>\n",
       "      <td>北京</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>恒生电子</td>\n",
       "      <td>https://www.liepin.com/job/1938441469.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-45k·14薪</td>\n",
       "      <td>行情产品经理-数风基</td>\n",
       "      <td>杭州-滨江区</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>恒生电子</td>\n",
       "      <td>https://www.liepin.com/job/1938441301.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·14薪</td>\n",
       "      <td>产品经理（B端视频方向）-数风基</td>\n",
       "      <td>杭州-江南</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>腾讯</td>\n",
       "      <td>https://www.liepin.com/job/1938441275.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>腾讯云客户增长高级产品经理</td>\n",
       "      <td>深圳-科技园</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>恒生电子</td>\n",
       "      <td>https://www.liepin.com/job/1938440989.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>15-28k·12薪</td>\n",
       "      <td>数据产品经理-数风基</td>\n",
       "      <td>杭州-江南</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>成都后浪别骄傲教育科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938440927.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>13-17k·12薪</td>\n",
       "      <td>移动产品经理</td>\n",
       "      <td>成都</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>恒生电子</td>\n",
       "      <td>https://www.liepin.com/job/1938440917.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-26k·14薪</td>\n",
       "      <td>产品经理-数风基</td>\n",
       "      <td>杭州-滨江区</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938438855.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·12薪</td>\n",
       "      <td>高级产品经理-安全合规方向</td>\n",
       "      <td>成都-武侯区</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 公司名称                                         职位链接  \\\n",
       "0        佰策(上海)贸易有限公司  https://www.liepin.com/job/1938446215.shtml   \n",
       "1                明德生物  https://www.liepin.com/job/1938446175.shtml   \n",
       "2                欢聚集团  https://www.liepin.com/job/1938446171.shtml   \n",
       "3                欢聚集团  https://www.liepin.com/job/1938446169.shtml   \n",
       "4        佰策(上海)贸易有限公司  https://www.liepin.com/job/1938446033.shtml   \n",
       "5                明德生物  https://www.liepin.com/job/1938446017.shtml   \n",
       "6   TCL实业控股(广东)股份有限公司  https://www.liepin.com/job/1938445993.shtml   \n",
       "7                 千年舟  https://www.liepin.com/job/1938445889.shtml   \n",
       "8                科大讯飞  https://www.liepin.com/job/1938445867.shtml   \n",
       "9        佰策(上海)贸易有限公司  https://www.liepin.com/job/1938445853.shtml   \n",
       "10         广东维正科技有限公司  https://www.liepin.com/job/1938445773.shtml   \n",
       "11       佰策(上海)贸易有限公司  https://www.liepin.com/job/1938445737.shtml   \n",
       "12               携程集团  https://www.liepin.com/job/1938445563.shtml   \n",
       "13               欢聚集团  https://www.liepin.com/job/1938445471.shtml   \n",
       "14               欢聚集团  https://www.liepin.com/job/1938445469.shtml   \n",
       "15  TCL实业控股(广东)股份有限公司  https://www.liepin.com/job/1938445445.shtml   \n",
       "16               慧科讯业  https://www.liepin.com/job/1938445241.shtml   \n",
       "17               慧科讯业  https://www.liepin.com/job/1938445089.shtml   \n",
       "18               慧科讯业  https://www.liepin.com/job/1938444925.shtml   \n",
       "19     上海即科智能技术集团有限公司  https://www.liepin.com/job/1938444911.shtml   \n",
       "20               京东商城  https://www.liepin.com/job/1938444795.shtml   \n",
       "21      内蒙古华融电力科技有限公司  https://www.liepin.com/job/1938444667.shtml   \n",
       "22               美的集团  https://www.liepin.com/job/1938444621.shtml   \n",
       "23             京东科技集团  https://www.liepin.com/job/1938444347.shtml   \n",
       "24        武汉新普惠科技有限公司  https://www.liepin.com/job/1938444195.shtml   \n",
       "25               永安期货  https://www.liepin.com/job/1938444133.shtml   \n",
       "26           正邦集团有限公司  https://www.liepin.com/job/1938443737.shtml   \n",
       "27           OPPO移动通信  https://www.liepin.com/job/1938443647.shtml   \n",
       "28         河南洛多卫浴有限公司  https://www.liepin.com/job/1938443313.shtml   \n",
       "29               徐工集团  https://www.liepin.com/job/1938443267.shtml   \n",
       "30       常州英集动力科技有限公司  https://www.liepin.com/job/1938442519.shtml   \n",
       "31               科大讯飞  https://www.liepin.com/job/1938442121.shtml   \n",
       "32               积加科技  https://www.liepin.com/job/1938441935.shtml   \n",
       "33               恒生电子  https://www.liepin.com/job/1938441469.shtml   \n",
       "34               恒生电子  https://www.liepin.com/job/1938441301.shtml   \n",
       "35                 腾讯  https://www.liepin.com/job/1938441275.shtml   \n",
       "36               恒生电子  https://www.liepin.com/job/1938440989.shtml   \n",
       "37    成都后浪别骄傲教育科技有限公司  https://www.liepin.com/job/1938440927.shtml   \n",
       "38               恒生电子  https://www.liepin.com/job/1938440917.shtml   \n",
       "39               字节跳动  https://www.liepin.com/job/1938438855.shtml   \n",
       "\n",
       "           发布日期   学历要求   工作经验          薪水                       职位      上班地点  \\\n",
       "0   2021年04月22日  本科及以上   3-5年  12-16k·12薪                 医疗器械产品经理        上海   \n",
       "1   2021年04月22日   统招本科   3-5年  15-25k·13薪                   高级产品经理        武汉   \n",
       "2   2021年04月22日   统招本科   3-5年  15-30k·13薪  电商产品经理（社交电商） (MJ003977)    广州-番禺区   \n",
       "3   2021年04月22日   统招本科   3-5年  15-30k·13薪  电商产品经理（社交电商） (MJ003977)    杭州-西湖区   \n",
       "4   2021年04月22日  本科及以上   3-5年  12-16k·12薪                   医疗产品经理        上海   \n",
       "5   2021年04月22日   统招本科   1-3年  10-15k·13薪                医疗信息化产品经理        武汉   \n",
       "6   2021年04月22日  本科及以上   1-3年   6-10k·12薪                 产品经理（总账）        惠州   \n",
       "7   2021年04月22日  大专及以上   3-5年  40-60k·12薪                 家居产品高级经理        杭州   \n",
       "8   2021年04月22日   统招本科   1-3年  10-15k·14薪                     产品经理        廊坊   \n",
       "9   2021年04月22日  本科及以上   3-5年  12-16k·12薪                   耗材产品经理        上海   \n",
       "10  2021年04月22日  本科及以上   3-5年  10-15k·12薪                  APP产品经理    广州-东山口   \n",
       "11  2021年04月22日  本科及以上   3-5年  12-16k·12薪                     产品经理        上海   \n",
       "12  2021年04月22日  本科及以上   1-3年  15-25k·12薪           前端产品经理(J22751)     上海-华漕   \n",
       "13  2021年04月22日   统招本科  5-10年  20-40k·13薪  电商产品经理（订阅计费） (MJ003976)    广州-番禺区   \n",
       "14  2021年04月22日   统招本科  5-10年  20-40k·13薪  电商产品经理（订阅计费） (MJ003976)    杭州-西湖区   \n",
       "15  2021年04月22日  本科及以上   1-3年   6-10k·12薪                   数据产品经理        惠州   \n",
       "16  2021年04月22日  本科及以上   3-5年  15-25k·12薪                   高级产品经理    北京-左家庄   \n",
       "17  2021年04月22日  本科及以上  5-10年  20-40k·12薪                   产品市场经理     上海-龙华   \n",
       "18  2021年04月22日  本科及以上   3-5年  20-30k·12薪                 定价策略产品经理     上海-龙华   \n",
       "19  2021年04月22日  本科及以上   3-5年  20-30k·12薪                 企业金融产品经理     上海-江湾   \n",
       "20  2021年04月22日  本科及以上  本科及以上  20-40k·12薪               家电服务产品规划经理    北京-大兴区   \n",
       "21  2021年04月22日   统招本科   1-3年   7-10k·12薪                     产品经理  呼和浩特-赛罕区   \n",
       "22  2021年04月22日  本科及以上   3-5年  20-30k·12薪            TJ9419-IT产品经理    佛山-顺德区   \n",
       "23  2021年04月22日  本科及以上  5-10年  25-50k·14薪                     产品经理        北京   \n",
       "24  2021年04月22日  本科及以上   1-3年    5-8k·12薪                     产品经理        武汉   \n",
       "25  2021年04月22日   统招本科   1-3年  10-15k·12薪                     产品经理        杭州   \n",
       "26  2021年04月22日   统招本科   3-5年  15-30k·13薪                     产品经理     上海-洋泾   \n",
       "27  2021年04月22日  本科及以上  5-10年  20-30k·12薪            产品经理（海外会员/社区）        深圳   \n",
       "28  2021年04月22日  大专及以上  5-10年  13-20k·12薪                   产品开发经理     许昌-长葛   \n",
       "29  2021年04月22日   统招本科   3-5年  15-20k·12薪                   海外产品经理        徐州   \n",
       "30  2021年04月22日  本科及以上   1-3年   7-12k·13薪                   热能产品经理    常州-新北区   \n",
       "31  2021年04月22日  本科及以上   3-5年  10-15k·14薪           产品经理--技术中心--武汉        武汉   \n",
       "32  2021年04月22日  本科及以上   3-5年  30-35k·14薪            app产品经理（智能硬件）        北京   \n",
       "33  2021年04月22日   统招本科   3-5年  20-45k·14薪               行情产品经理-数风基    杭州-滨江区   \n",
       "34  2021年04月22日   统招本科   3-5年  15-25k·14薪         产品经理（B端视频方向）-数风基     杭州-江南   \n",
       "35  2021年04月22日  本科及以上  5-10年  10-15k·12薪            腾讯云客户增长高级产品经理    深圳-科技园   \n",
       "36  2021年04月22日  本科及以上   经验不限  15-28k·12薪               数据产品经理-数风基     杭州-江南   \n",
       "37  2021年04月22日  本科及以上   3-5年  13-17k·12薪                   移动产品经理        成都   \n",
       "38  2021年04月22日  本科及以上   3-5年  15-26k·14薪                 产品经理-数风基    杭州-滨江区   \n",
       "39  2021年04月22日  本科及以上  5-10年  20-40k·12薪            高级产品经理-安全合规方向    成都-武侯区   \n",
       "\n",
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     "text": [
      "{'公司名称': 40, '职位链接': 40, '发布日期': 40, '学历要求': 40, '工作经验': 40, '薪水': 40, '职位': 40, '上班地点': 40}\n"
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>公司名称</th>\n",
       "      <th>职位链接</th>\n",
       "      <th>发布日期</th>\n",
       "      <th>学历要求</th>\n",
       "      <th>工作经验</th>\n",
       "      <th>薪水</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938438655.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>20-35k·12薪</td>\n",
       "      <td>产品经理(企业SaaS方向)-企业应用</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938438647.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>20-35k·12薪</td>\n",
       "      <td>产品经理(法务中台方向)-企业应用</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938438613.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>30-45k·12薪</td>\n",
       "      <td>高级产品经理(法务方向)-企业应用</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938438381.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>客户端产品经理</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938438271.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>35-50k·12薪</td>\n",
       "      <td>增长策略产品经理-垂类业务</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938437703.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>社区产品经理-国际化产品（日本方向）</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938437591.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>抖音直播垂类产品运营经理</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>泓信供应链</td>\n",
       "      <td>https://www.liepin.com/job/1938436967.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·16薪</td>\n",
       "      <td>年薪23万课程产品经理</td>\n",
       "      <td>广州-珠江新城</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>雪浪云</td>\n",
       "      <td>https://www.liepin.com/job/1938432619.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>杭州-余杭区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>房老贰网络科技(山东)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938431949.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>产品开发经理</td>\n",
       "      <td>济南</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>深圳华云信息系统有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938429703.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>18-28k·12薪</td>\n",
       "      <td>证券产品经理</td>\n",
       "      <td>深圳</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>深圳华云信息系统有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938429561.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>18-28k·12薪</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>深圳</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>北京易聚链通科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938427539.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>25-35k·14薪</td>\n",
       "      <td>区块链产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>国信证券北京分公司</td>\n",
       "      <td>https://www.liepin.com/job/1938427339.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>10-15k·16薪</td>\n",
       "      <td>量化产品经理</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>SenseTime（商汤集团）</td>\n",
       "      <td>https://www.liepin.com/job/1938423215.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>产品宣传策划经理(上海)</td>\n",
       "      <td>上海-漕河泾</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938422341.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>25-40k·12薪</td>\n",
       "      <td>国际化直播高级产品经理（流量侧）</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>北京百分点科技集团股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938421693.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>产品经理（政务方向）</td>\n",
       "      <td>武汉-关山</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938421399.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>20-40k·12薪</td>\n",
       "      <td>商业化产品运营经理</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>嘉上云联</td>\n",
       "      <td>https://www.liepin.com/job/1938420721.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-25k·12薪</td>\n",
       "      <td>区块链产品经理</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>泰斗微电子</td>\n",
       "      <td>https://www.liepin.com/job/1938418943.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>18-35k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>汉克时代</td>\n",
       "      <td>https://www.liepin.com/job/1938417563.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-15k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>南京-玄武区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938413723.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-30k·12薪</td>\n",
       "      <td>产品营销经理（整合营销方向）</td>\n",
       "      <td>上海-闵行区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>深圳市科泰利科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938413471.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>深圳-平湖</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>HKC</td>\n",
       "      <td>https://www.liepin.com/job/1938411693.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>12-20k·14薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>网易集团</td>\n",
       "      <td>https://www.liepin.com/job/1938411215.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>短视频产品经理-LOFTER</td>\n",
       "      <td>杭州</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>中船海神</td>\n",
       "      <td>https://www.liepin.com/job/1938410981.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>产品经理（检验方向）</td>\n",
       "      <td>北京-丰台区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>三棵树涂料</td>\n",
       "      <td>https://www.liepin.com/job/1938409019.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>彩妆产品经理</td>\n",
       "      <td>上海-华漕</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>浙江启诚优学教育科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938408981.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-15k·13薪</td>\n",
       "      <td>课程产品经理</td>\n",
       "      <td>杭州-西湖区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938407439.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>20-40k·12薪</td>\n",
       "      <td>教育周边产品经理</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938407303.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-23k·12薪</td>\n",
       "      <td>商业产品经理-开放平台</td>\n",
       "      <td>上海-闵行区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938407057.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·12薪</td>\n",
       "      <td>多媒体SDK产品经理</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>广州市汇方锐展计算机技术服务有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938406983.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>资深产品经理</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>天正电气</td>\n",
       "      <td>https://www.liepin.com/job/1938406827.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>高压产品经理</td>\n",
       "      <td>嘉兴</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>成都言岭信息技术有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938406641.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>成都-高新区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>深圳易信科技股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938405933.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>产品推广经理</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>湖南拓维云创科技有限责任公司</td>\n",
       "      <td>https://www.liepin.com/job/1938405235.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>30-50k·12薪</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>深圳-坂田</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>湖南拓维云创科技有限责任公司</td>\n",
       "      <td>https://www.liepin.com/job/1938405233.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>30-50k·12薪</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>苏州</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>湖南拓维云创科技有限责任公司</td>\n",
       "      <td>https://www.liepin.com/job/1938405231.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>30-50k·12薪</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>北京-西罗园</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>上海仙塔智能科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938403331.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>25-35k·13薪</td>\n",
       "      <td>车联网系统高级产品经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938402869.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>抖音游戏社交产品经理</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  公司名称                                         职位链接  \\\n",
       "0                 字节跳动  https://www.liepin.com/job/1938438655.shtml   \n",
       "1                 字节跳动  https://www.liepin.com/job/1938438647.shtml   \n",
       "2                 字节跳动  https://www.liepin.com/job/1938438613.shtml   \n",
       "3                 字节跳动  https://www.liepin.com/job/1938438381.shtml   \n",
       "4                 字节跳动  https://www.liepin.com/job/1938438271.shtml   \n",
       "5                 字节跳动  https://www.liepin.com/job/1938437703.shtml   \n",
       "6                 字节跳动  https://www.liepin.com/job/1938437591.shtml   \n",
       "7                泓信供应链  https://www.liepin.com/job/1938436967.shtml   \n",
       "8                  雪浪云  https://www.liepin.com/job/1938432619.shtml   \n",
       "9      房老贰网络科技(山东)有限公司  https://www.liepin.com/job/1938431949.shtml   \n",
       "10        深圳华云信息系统有限公司  https://www.liepin.com/job/1938429703.shtml   \n",
       "11        深圳华云信息系统有限公司  https://www.liepin.com/job/1938429561.shtml   \n",
       "12        北京易聚链通科技有限公司  https://www.liepin.com/job/1938427539.shtml   \n",
       "13           国信证券北京分公司  https://www.liepin.com/job/1938427339.shtml   \n",
       "14     SenseTime（商汤集团）  https://www.liepin.com/job/1938423215.shtml   \n",
       "15                字节跳动  https://www.liepin.com/job/1938422341.shtml   \n",
       "16     北京百分点科技集团股份有限公司  https://www.liepin.com/job/1938421693.shtml   \n",
       "17                字节跳动  https://www.liepin.com/job/1938421399.shtml   \n",
       "18                嘉上云联  https://www.liepin.com/job/1938420721.shtml   \n",
       "19               泰斗微电子  https://www.liepin.com/job/1938418943.shtml   \n",
       "20                汉克时代  https://www.liepin.com/job/1938417563.shtml   \n",
       "21                字节跳动  https://www.liepin.com/job/1938413723.shtml   \n",
       "22        深圳市科泰利科技有限公司  https://www.liepin.com/job/1938413471.shtml   \n",
       "23                 HKC  https://www.liepin.com/job/1938411693.shtml   \n",
       "24                网易集团  https://www.liepin.com/job/1938411215.shtml   \n",
       "25                中船海神  https://www.liepin.com/job/1938410981.shtml   \n",
       "26               三棵树涂料  https://www.liepin.com/job/1938409019.shtml   \n",
       "27      浙江启诚优学教育科技有限公司  https://www.liepin.com/job/1938408981.shtml   \n",
       "28                字节跳动  https://www.liepin.com/job/1938407439.shtml   \n",
       "29                字节跳动  https://www.liepin.com/job/1938407303.shtml   \n",
       "30                字节跳动  https://www.liepin.com/job/1938407057.shtml   \n",
       "31  广州市汇方锐展计算机技术服务有限公司  https://www.liepin.com/job/1938406983.shtml   \n",
       "32                天正电气  https://www.liepin.com/job/1938406827.shtml   \n",
       "33        成都言岭信息技术有限公司  https://www.liepin.com/job/1938406641.shtml   \n",
       "34        深圳易信科技股份有限公司  https://www.liepin.com/job/1938405933.shtml   \n",
       "35      湖南拓维云创科技有限责任公司  https://www.liepin.com/job/1938405235.shtml   \n",
       "36      湖南拓维云创科技有限责任公司  https://www.liepin.com/job/1938405233.shtml   \n",
       "37      湖南拓维云创科技有限责任公司  https://www.liepin.com/job/1938405231.shtml   \n",
       "38        上海仙塔智能科技有限公司  https://www.liepin.com/job/1938403331.shtml   \n",
       "39                字节跳动  https://www.liepin.com/job/1938402869.shtml   \n",
       "\n",
       "           发布日期   学历要求   工作经验          薪水                   职位     上班地点  \\\n",
       "0   2021年04月22日  本科及以上  本科及以上  20-35k·12薪  产品经理(企业SaaS方向)-企业应用   北京-海淀区   \n",
       "1   2021年04月22日  本科及以上  本科及以上  20-35k·12薪    产品经理(法务中台方向)-企业应用   北京-海淀区   \n",
       "2   2021年04月22日  本科及以上  本科及以上  30-45k·12薪    高级产品经理(法务方向)-企业应用   北京-海淀区   \n",
       "3   2021年04月22日  本科及以上  本科及以上  15-30k·12薪              客户端产品经理   北京-海淀区   \n",
       "4   2021年04月22日  本科及以上  本科及以上  35-50k·12薪        增长策略产品经理-垂类业务   北京-海淀区   \n",
       "5   2021年04月22日  本科及以上  本科及以上  15-30k·12薪   社区产品经理-国际化产品（日本方向）   北京-海淀区   \n",
       "6   2021年04月22日  本科及以上  本科及以上  15-25k·12薪         抖音直播垂类产品运营经理   北京-海淀区   \n",
       "7   2021年04月22日  本科及以上   3-5年  10-20k·16薪          年薪23万课程产品经理  广州-珠江新城   \n",
       "8   2021年04月22日  本科及以上   3-5年  15-25k·12薪               数据产品经理   杭州-余杭区   \n",
       "9   2021年04月22日  本科及以上   3-5年  15-20k·12薪               产品开发经理       济南   \n",
       "10  2021年04月22日  本科及以上   3-5年  18-28k·12薪               证券产品经理       深圳   \n",
       "11  2021年04月22日  本科及以上   3-5年  18-28k·12薪               金融产品经理       深圳   \n",
       "12  2021年04月22日  本科及以上  5-10年  25-35k·14薪              区块链产品经理       北京   \n",
       "13  2021年04月22日  硕士及以上  硕士及以上  10-15k·16薪               量化产品经理   北京-海淀区   \n",
       "14  2021年04月22日   统招本科   3-5年  15-25k·12薪         产品宣传策划经理(上海)   上海-漕河泾   \n",
       "15  2021年04月22日  本科及以上  本科及以上  25-40k·12薪     国际化直播高级产品经理（流量侧）   北京-海淀区   \n",
       "16  2021年04月22日   统招本科   3-5年  10-20k·12薪           产品经理（政务方向）    武汉-关山   \n",
       "17  2021年04月22日  本科及以上  本科及以上  20-40k·12薪            商业化产品运营经理   北京-海淀区   \n",
       "18  2021年04月22日  本科及以上   3-5年  12-25k·12薪              区块链产品经理   深圳-南山区   \n",
       "19  2021年04月22日   统招本科   3-5年  18-35k·12薪                 产品经理   广州-黄埔区   \n",
       "20  2021年04月22日  大专及以上   3-5年  12-15k·12薪                 产品经理   南京-玄武区   \n",
       "21  2021年04月22日  本科及以上  5-10年  10-30k·12薪       产品营销经理（整合营销方向）   上海-闵行区   \n",
       "22  2021年04月22日  大专及以上   1-3年  10-20k·12薪                 产品经理    深圳-平湖   \n",
       "23  2021年04月22日  大专及以上   1-3年  12-20k·14薪                 产品经理   深圳-宝安区   \n",
       "24  2021年04月22日  本科及以上  5-10年  20-40k·16薪       短视频产品经理-LOFTER       杭州   \n",
       "25  2021年04月22日  本科及以上  本科及以上  15-20k·12薪           产品经理（检验方向）   北京-丰台区   \n",
       "26  2021年04月22日   学历不限   3-5年  15-25k·12薪               彩妆产品经理    上海-华漕   \n",
       "27  2021年04月22日  本科及以上   1-3年   8-15k·13薪               课程产品经理   杭州-西湖区   \n",
       "28  2021年04月22日  本科及以上  本科及以上  20-40k·12薪             教育周边产品经理   北京-海淀区   \n",
       "29  2021年04月22日  本科及以上  5-10年  20-23k·12薪          商业产品经理-开放平台   上海-闵行区   \n",
       "30  2021年04月22日  本科及以上  5-10年  20-40k·12薪           多媒体SDK产品经理   深圳-南山区   \n",
       "31  2021年04月22日  本科及以上  5-10年  15-30k·12薪               资深产品经理   广州-天河区   \n",
       "32  2021年04月22日  本科及以上  5-10年  15-20k·12薪               高压产品经理       嘉兴   \n",
       "33  2021年04月22日  本科及以上  5-10年  15-25k·12薪                 产品经理   成都-高新区   \n",
       "34  2021年04月22日  本科及以上   3-5年  10-15k·12薪               产品推广经理   深圳-南山区   \n",
       "35  2021年04月22日   统招本科  5-10年  30-50k·12薪               数据产品经理    深圳-坂田   \n",
       "36  2021年04月22日   统招本科  5-10年  30-50k·12薪               数据产品经理       苏州   \n",
       "37  2021年04月22日   统招本科  5-10年  30-50k·12薪               数据产品经理   北京-西罗园   \n",
       "38  2021年04月22日  本科及以上   3-5年  25-35k·13薪          车联网系统高级产品经理       上海   \n",
       "39  2021年04月22日  本科及以上   3-5年  15-20k·12薪           抖音游戏社交产品经理   深圳-南山区   \n",
       "\n",
       "    curPage  \n",
       "0         3  \n",
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       "6         3  \n",
       "7         3  \n",
       "8         3  \n",
       "9         3  \n",
       "10        3  \n",
       "11        3  \n",
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       "14        3  \n",
       "15        3  \n",
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       "20        3  \n",
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       "26        3  \n",
       "27        3  \n",
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       "31        3  \n",
       "32        3  \n",
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       "35        3  \n",
       "36        3  \n",
       "37        3  \n",
       "38        3  \n",
       "39        3  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'公司名称': 40, '职位链接': 40, '发布日期': 40, '学历要求': 40, '工作经验': 40, '薪水': 40, '职位': 40, '上班地点': 40}\n"
     ]
    },
    {
     "data": {
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>公司名称</th>\n",
       "      <th>职位链接</th>\n",
       "      <th>发布日期</th>\n",
       "      <th>学历要求</th>\n",
       "      <th>工作经验</th>\n",
       "      <th>薪水</th>\n",
       "      <th>职位</th>\n",
       "      <th>上班地点</th>\n",
       "      <th>curPage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938400289.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>30-50k·12薪</td>\n",
       "      <td>高级产品经理-增长</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>美团</td>\n",
       "      <td>https://www.liepin.com/job/1938400091.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>40-60k·15薪</td>\n",
       "      <td>境外广告产品经理-点评境外广告业务部</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>第一创业</td>\n",
       "      <td>https://www.liepin.com/job/1938398033.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-20k·18薪</td>\n",
       "      <td>高级产品经理（金融产品部）</td>\n",
       "      <td>深圳</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>圣都家居装饰有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938397965.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>高级产品经理（CRM方向）</td>\n",
       "      <td>杭州</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>圣都家居装饰有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938397713.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>18-30k·12薪</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>杭州</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>浙江东岸科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938397151.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>杭州-下城区</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>珠海华发投资控股集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938395031.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>投控总部-财务系统产品经理</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>珠海华发投资控股集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938394825.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>投控总部-产品经理</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>YY直播</td>\n",
       "      <td>https://www.liepin.com/job/1938394023.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>产品经理（主播开播工具） (MJ003824)</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>深圳鸿蜓科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938393417.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>珠海华发投资控股集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938392589.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>投控总部-产品经理（证券方向）</td>\n",
       "      <td>深圳-科技园</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>薇美姿</td>\n",
       "      <td>https://www.liepin.com/job/1938392219.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州-东圃</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>金证科技深圳</td>\n",
       "      <td>https://www.liepin.com/job/1938391559.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>深圳</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>优你造</td>\n",
       "      <td>https://www.liepin.com/job/1938391277.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>13-26k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>深圳-福永</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>尚洋科技</td>\n",
       "      <td>https://www.liepin.com/job/1938388917.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>彩妆产品开发经理</td>\n",
       "      <td>中山</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>飞鹤乳业</td>\n",
       "      <td>https://www.liepin.com/job/1938386275.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>平台运营经理（产品经理）</td>\n",
       "      <td>北京</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>千米网</td>\n",
       "      <td>https://www.liepin.com/job/1938385477.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·14薪</td>\n",
       "      <td>售前产品经理</td>\n",
       "      <td>上海-城隍庙</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>深圳市智微智能科技股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938385471.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>产品经理（OPS方向）</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>税友软件集团</td>\n",
       "      <td>https://www.liepin.com/job/1938384303.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>产品经理（税务大数据方向）</td>\n",
       "      <td>杭州</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>打扮家(北京)科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938383689.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>移动端产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>万邦医药</td>\n",
       "      <td>https://www.liepin.com/job/1938383085.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>产品经理（国外大健康）</td>\n",
       "      <td>上海-徐汇区</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>打扮家(北京)科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938382277.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·16薪</td>\n",
       "      <td>木作产品经理（后台）</td>\n",
       "      <td>北京</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>YY直播</td>\n",
       "      <td>https://www.liepin.com/job/1938381749.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-20k·13薪</td>\n",
       "      <td>产品经理 (MJ003822)</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>打扮家(北京)科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938381605.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·16薪</td>\n",
       "      <td>木作产品经理（客户端）</td>\n",
       "      <td>北京</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>招商财富</td>\n",
       "      <td>https://www.liepin.com/job/1938381389.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>产品经理岗</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>打扮家(北京)科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938380993.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·16薪</td>\n",
       "      <td>木作产品经理（型录）</td>\n",
       "      <td>北京</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>海康威视</td>\n",
       "      <td>https://www.liepin.com/job/1938380919.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>6-8k·12薪</td>\n",
       "      <td>产品市场经理</td>\n",
       "      <td>长春-朝阳区</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>成都积微物联集团股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938378095.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>产品经理（WMS方向）</td>\n",
       "      <td>成都-金牛区</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>北京讯听</td>\n",
       "      <td>https://www.liepin.com/job/1938377135.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·13薪</td>\n",
       "      <td>车载软件产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>杭州神兔网络科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938376435.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>中级产品经理</td>\n",
       "      <td>杭州</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>满帮集团</td>\n",
       "      <td>https://www.liepin.com/job/1938374671.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>产品经理（金融）</td>\n",
       "      <td>南京-雨花台区</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>中瑞集团</td>\n",
       "      <td>https://www.liepin.com/job/1938371711.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-30k·12薪</td>\n",
       "      <td>销售经理（铝及铝合金产品）</td>\n",
       "      <td>深圳</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>深圳金蝶互联网金融服务有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938371171.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>企业数据产品经理</td>\n",
       "      <td>深圳-科技园</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>上海依视路光学有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938369609.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>面议</td>\n",
       "      <td>近视管理产品经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>北京孩思乐商业有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938369445.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>IP产品开发经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>北京九瑞天诚科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938364865.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>18-28k·12薪</td>\n",
       "      <td>产品经理（医药）</td>\n",
       "      <td>北京</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>酷狗音乐</td>\n",
       "      <td>https://www.liepin.com/job/1938363991.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-35k·12薪</td>\n",
       "      <td>AA9305-PTBU-产品运营经理（酷狗儿歌）</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>米图维(上海)商务咨询有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938359941.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>深圳-新洲</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>融联易云金融信息服务(北京)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938359909.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>科技风险产品经理</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>嘉银金科</td>\n",
       "      <td>https://www.liepin.com/job/1938356107.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-30k·14薪</td>\n",
       "      <td>高级产品经理（信贷）</td>\n",
       "      <td>上海</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  公司名称                                         职位链接  \\\n",
       "0                 字节跳动  https://www.liepin.com/job/1938400289.shtml   \n",
       "1                   美团  https://www.liepin.com/job/1938400091.shtml   \n",
       "2                 第一创业  https://www.liepin.com/job/1938398033.shtml   \n",
       "3           圣都家居装饰有限公司  https://www.liepin.com/job/1938397965.shtml   \n",
       "4           圣都家居装饰有限公司  https://www.liepin.com/job/1938397713.shtml   \n",
       "5           浙江东岸科技有限公司  https://www.liepin.com/job/1938397151.shtml   \n",
       "6       珠海华发投资控股集团有限公司  https://www.liepin.com/job/1938395031.shtml   \n",
       "7       珠海华发投资控股集团有限公司  https://www.liepin.com/job/1938394825.shtml   \n",
       "8                 YY直播  https://www.liepin.com/job/1938394023.shtml   \n",
       "9           深圳鸿蜓科技有限公司  https://www.liepin.com/job/1938393417.shtml   \n",
       "10      珠海华发投资控股集团有限公司  https://www.liepin.com/job/1938392589.shtml   \n",
       "11                 薇美姿  https://www.liepin.com/job/1938392219.shtml   \n",
       "12              金证科技深圳  https://www.liepin.com/job/1938391559.shtml   \n",
       "13                 优你造  https://www.liepin.com/job/1938391277.shtml   \n",
       "14                尚洋科技  https://www.liepin.com/job/1938388917.shtml   \n",
       "15                飞鹤乳业  https://www.liepin.com/job/1938386275.shtml   \n",
       "16                 千米网  https://www.liepin.com/job/1938385477.shtml   \n",
       "17     深圳市智微智能科技股份有限公司  https://www.liepin.com/job/1938385471.shtml   \n",
       "18              税友软件集团  https://www.liepin.com/job/1938384303.shtml   \n",
       "19       打扮家(北京)科技有限公司  https://www.liepin.com/job/1938383689.shtml   \n",
       "20                万邦医药  https://www.liepin.com/job/1938383085.shtml   \n",
       "21       打扮家(北京)科技有限公司  https://www.liepin.com/job/1938382277.shtml   \n",
       "22                YY直播  https://www.liepin.com/job/1938381749.shtml   \n",
       "23       打扮家(北京)科技有限公司  https://www.liepin.com/job/1938381605.shtml   \n",
       "24                招商财富  https://www.liepin.com/job/1938381389.shtml   \n",
       "25       打扮家(北京)科技有限公司  https://www.liepin.com/job/1938380993.shtml   \n",
       "26                海康威视  https://www.liepin.com/job/1938380919.shtml   \n",
       "27      成都积微物联集团股份有限公司  https://www.liepin.com/job/1938378095.shtml   \n",
       "28                北京讯听  https://www.liepin.com/job/1938377135.shtml   \n",
       "29        杭州神兔网络科技有限公司  https://www.liepin.com/job/1938376435.shtml   \n",
       "30                满帮集团  https://www.liepin.com/job/1938374671.shtml   \n",
       "31                中瑞集团  https://www.liepin.com/job/1938371711.shtml   \n",
       "32     深圳金蝶互联网金融服务有限公司  https://www.liepin.com/job/1938371171.shtml   \n",
       "33         上海依视路光学有限公司  https://www.liepin.com/job/1938369609.shtml   \n",
       "34         北京孩思乐商业有限公司  https://www.liepin.com/job/1938369445.shtml   \n",
       "35        北京九瑞天诚科技有限公司  https://www.liepin.com/job/1938364865.shtml   \n",
       "36                酷狗音乐  https://www.liepin.com/job/1938363991.shtml   \n",
       "37     米图维(上海)商务咨询有限公司  https://www.liepin.com/job/1938359941.shtml   \n",
       "38  融联易云金融信息服务(北京)有限公司  https://www.liepin.com/job/1938359909.shtml   \n",
       "39                嘉银金科  https://www.liepin.com/job/1938356107.shtml   \n",
       "\n",
       "           发布日期   学历要求   工作经验          薪水                        职位     上班地点  \\\n",
       "0   2021年04月22日  本科及以上  本科及以上  30-50k·12薪                 高级产品经理-增长   北京-海淀区   \n",
       "1   2021年04月22日  本科及以上   3-5年  40-60k·15薪        境外广告产品经理-点评境外广告业务部   上海-长宁区   \n",
       "2   2021年04月22日  硕士及以上   3-5年  15-20k·18薪             高级产品经理（金融产品部）       深圳   \n",
       "3   2021年04月22日   统招本科   3-5年  15-25k·12薪             高级产品经理（CRM方向）       杭州   \n",
       "4   2021年04月22日   统招本科  5-10年  18-30k·12薪                    高级产品经理       杭州   \n",
       "5   2021年04月22日  本科及以上   1-3年  15-25k·12薪                      产品经理   杭州-下城区   \n",
       "6   2021年04月22日   统招本科   3-5年          面议             投控总部-财务系统产品经理   深圳-南山区   \n",
       "7   2021年04月22日   统招本科   3-5年          面议                 投控总部-产品经理   深圳-南山区   \n",
       "8   2021年04月22日   学历不限   1-3年  15-30k·13薪   产品经理（主播开播工具） (MJ003824)   广州-番禺区   \n",
       "9   2021年04月22日  本科及以上   3-5年  20-30k·12薪                      产品经理   深圳-南山区   \n",
       "10  2021年04月22日   统招本科  5-10年          面议           投控总部-产品经理（证券方向）   深圳-科技园   \n",
       "11  2021年04月22日  本科及以上  5-10年  15-20k·14薪                      产品经理    广州-东圃   \n",
       "12  2021年04月22日   统招本科  5-10年  15-30k·13薪                    高级产品经理       深圳   \n",
       "13  2021年04月22日  本科及以上   3-5年  13-26k·12薪                      产品经理    深圳-福永   \n",
       "14  2021年04月22日  大专及以上   3-5年  15-25k·12薪                  彩妆产品开发经理       中山   \n",
       "15  2021年04月22日  本科及以上   3-5年  15-25k·12薪              平台运营经理（产品经理）       北京   \n",
       "16  2021年04月22日  本科及以上   3-5年  20-30k·14薪                    售前产品经理   上海-城隍庙   \n",
       "17  2021年04月22日   统招本科   3-5年  15-25k·12薪               产品经理（OPS方向）   深圳-福田区   \n",
       "18  2021年04月22日   统招本科   3-5年  15-25k·15薪             产品经理（税务大数据方向）       杭州   \n",
       "19  2021年04月22日   统招本科  5-10年  20-40k·16薪                   移动端产品经理       北京   \n",
       "20  2021年04月22日  本科及以上  5-10年  20-40k·14薪               产品经理（国外大健康）   上海-徐汇区   \n",
       "21  2021年04月22日   统招本科   3-5年  15-30k·16薪                木作产品经理（后台）       北京   \n",
       "22  2021年04月22日   学历不限   1-3年  10-20k·13薪           产品经理 (MJ003822)   广州-番禺区   \n",
       "23  2021年04月22日   统招本科   3-5年  15-30k·16薪               木作产品经理（客户端）       北京   \n",
       "24  2021年04月22日  硕士及以上   3-5年          面议                     产品经理岗   深圳-福田区   \n",
       "25  2021年04月22日   统招本科   3-5年  20-30k·16薪                木作产品经理（型录）       北京   \n",
       "26  2021年04月22日   统招本科   1-3年    6-8k·12薪                    产品市场经理   长春-朝阳区   \n",
       "27  2021年04月22日  本科及以上   3-5年  10-15k·12薪               产品经理（WMS方向）   成都-金牛区   \n",
       "28  2021年04月22日   统招本科   3-5年  10-20k·13薪                  车载软件产品经理       北京   \n",
       "29  2021年04月22日  本科及以上   3-5年  15-25k·13薪                    中级产品经理       杭州   \n",
       "30  2021年04月22日   统招本科  5-10年  20-40k·14薪                  产品经理（金融）  南京-雨花台区   \n",
       "31  2021年04月22日  大专及以上   3-5年  10-30k·12薪             销售经理（铝及铝合金产品）       深圳   \n",
       "32  2021年04月22日  本科及以上   3-5年  15-25k·12薪                  企业数据产品经理   深圳-科技园   \n",
       "33  2021年04月22日  本科及以上   1-3年          面议                  近视管理产品经理       上海   \n",
       "34  2021年04月22日  本科及以上  5-10年  12-20k·13薪                  IP产品开发经理       北京   \n",
       "35  2021年04月22日   统招本科  5-10年  18-28k·12薪                  产品经理（医药）       北京   \n",
       "36  2021年04月22日   统招本科   3-5年  20-35k·12薪  AA9305-PTBU-产品运营经理（酷狗儿歌）   广州-越秀区   \n",
       "37  2021年04月22日  本科及以上   3-5年  20-30k·12薪                      产品经理    深圳-新洲   \n",
       "38  2021年04月22日  本科及以上  本科及以上  20-40k·14薪                  科技风险产品经理   北京-海淀区   \n",
       "39  2021年04月22日  本科及以上  5-10年  20-30k·14薪                高级产品经理（信贷）       上海   \n",
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      ]
     },
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'公司名称': 40, '职位链接': 40, '发布日期': 40, '学历要求': 40, '工作经验': 40, '薪水': 40, '职位': 40, '上班地点': 40}\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>公司名称</th>\n",
       "      <th>职位链接</th>\n",
       "      <th>发布日期</th>\n",
       "      <th>学历要求</th>\n",
       "      <th>工作经验</th>\n",
       "      <th>薪水</th>\n",
       "      <th>职位</th>\n",
       "      <th>上班地点</th>\n",
       "      <th>curPage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>大童保险服务</td>\n",
       "      <td>https://www.liepin.com/job/1938351595.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>北京-呼家楼</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>东方财富</td>\n",
       "      <td>https://www.liepin.com/job/1938349511.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>产品经理（天天基金）</td>\n",
       "      <td>上海-徐家汇</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>镭神智能</td>\n",
       "      <td>https://www.liepin.com/job/1938347447.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>武汉品生医学研究所有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938346653.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-18k·13薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>南京</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>税友软件集团</td>\n",
       "      <td>https://www.liepin.com/job/1938346491.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-25k·14薪</td>\n",
       "      <td>产品经理（社保业务）</td>\n",
       "      <td>杭州</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>伽蓝集团</td>\n",
       "      <td>https://www.liepin.com/job/1938331437.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>市场产品经理</td>\n",
       "      <td>上海-曹家渡</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>乐普医疗 AI事业部</td>\n",
       "      <td>https://www.liepin.com/job/1938328745.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>17-30k·15薪</td>\n",
       "      <td>呼吸机背景产品经理</td>\n",
       "      <td>深圳</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>深圳市巨龙创视科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938327607.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>产品经理（人脸识别）</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>联通通信</td>\n",
       "      <td>https://www.liepin.com/job/1938323709.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>7-10k·12薪</td>\n",
       "      <td>平台与生态化产品经理</td>\n",
       "      <td>广州-珠江新城</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>网达软件</td>\n",
       "      <td>https://www.liepin.com/job/1938323671.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>上海-七浦路</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>透景科技</td>\n",
       "      <td>https://www.liepin.com/job/1938322897.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>9-18k·14薪</td>\n",
       "      <td>IVD 产品经理-成都</td>\n",
       "      <td>成都</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>美团</td>\n",
       "      <td>https://www.liepin.com/job/1938322333.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>25-30k·15薪</td>\n",
       "      <td>企平-数字城市及大数据可视化产品经理（成都）</td>\n",
       "      <td>成都</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>上海智赢健康科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938320973.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>25-35k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>慧聪网</td>\n",
       "      <td>https://www.liepin.com/job/1938311735.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>产品运营经理</td>\n",
       "      <td>北京-来广营</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>上海仙塔智能科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938311333.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>25-35k·13薪</td>\n",
       "      <td>车联网高级产品经理（手机互联产品）</td>\n",
       "      <td>上海</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>上海仙塔智能科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938311223.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>25-35k·13薪</td>\n",
       "      <td>车联网高级产品经理（社交产品）</td>\n",
       "      <td>上海</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>上实融资租赁</td>\n",
       "      <td>https://www.liepin.com/job/1938309175.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>25-35k·16薪</td>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>平安普惠信息服务有限公司上海南翔分公司</td>\n",
       "      <td>https://www.liepin.com/job/1938303913.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-20k·12薪</td>\n",
       "      <td>金融产品销售经理</td>\n",
       "      <td>上海-嘉定区</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>宁波宁帆信息科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938303755.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>宁波</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>小满科技</td>\n",
       "      <td>https://www.liepin.com/job/1938303445.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-29k·12薪</td>\n",
       "      <td>产品经理（BI） (MJ000005)</td>\n",
       "      <td>深圳</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>柏视医疗</td>\n",
       "      <td>https://www.liepin.com/job/1938303241.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>放疗产品经理</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>白骑士科技</td>\n",
       "      <td>https://www.liepin.com/job/1938300149.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>18-35k·12薪</td>\n",
       "      <td>反欺诈产品经理</td>\n",
       "      <td>深圳</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>滴普科技</td>\n",
       "      <td>https://www.liepin.com/job/1938299637.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>25-35k·15薪</td>\n",
       "      <td>云数据仓库产品经理</td>\n",
       "      <td>深圳-科技园</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>蕨盛(深圳)企业管理咨询有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938298465.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·12薪</td>\n",
       "      <td>基金产品/资金经理</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>易网创新科技(广州)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938290887.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>13-20k·12薪</td>\n",
       "      <td>产品运营经理</td>\n",
       "      <td>杭州-滨江区</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>恒大粮油(深圳)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938288681.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>25-35k·12薪</td>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>金石财策(北京)顾问有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938287909.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>真固生物</td>\n",
       "      <td>https://www.liepin.com/job/1938284349.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>13-20k·12薪</td>\n",
       "      <td>产品技术顾问/产品经理</td>\n",
       "      <td>上海-漕河泾</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>申迪</td>\n",
       "      <td>https://www.liepin.com/job/1938284263.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·13薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>北京鹰之眼智能健康科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938281197.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>25-40k·12薪</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>奥普特科技</td>\n",
       "      <td>https://www.liepin.com/job/1938277999.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>产品经理（教育方向）</td>\n",
       "      <td>深圳-松岗</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>奥普特科技</td>\n",
       "      <td>https://www.liepin.com/job/1938277997.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>产品经理（教育方向）</td>\n",
       "      <td>东莞-松岗</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>广州市新娱加娱乐传媒文化有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938273553.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>互联网教育产品经理</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>企知道网络技术有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938273233.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>业财产品经理</td>\n",
       "      <td>深圳</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>三明市智翔贸易有限公司福州分公司</td>\n",
       "      <td>https://www.liepin.com/job/1938271165.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>6-8k·12薪</td>\n",
       "      <td>电商产品开发经理</td>\n",
       "      <td>福州-台江区</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>江苏光邮</td>\n",
       "      <td>https://www.liepin.com/job/1938269987.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>产品部经理</td>\n",
       "      <td>盐城</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>上海联和金融信息服务有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938269963.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>25-40k·12薪</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>上海-嘉定区</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>倍量</td>\n",
       "      <td>https://www.liepin.com/job/1938268915.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>美团</td>\n",
       "      <td>https://www.liepin.com/job/1938262461.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>40-60k·15薪</td>\n",
       "      <td>产品经理（作者方向）-点评笔记产品部</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>储翰科技</td>\n",
       "      <td>https://www.liepin.com/job/1938260443.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>12-18k·13薪</td>\n",
       "      <td>高速模块产品开发经理</td>\n",
       "      <td>成都</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   公司名称                                         职位链接  \\\n",
       "0                大童保险服务  https://www.liepin.com/job/1938351595.shtml   \n",
       "1                  东方财富  https://www.liepin.com/job/1938349511.shtml   \n",
       "2                  镭神智能  https://www.liepin.com/job/1938347447.shtml   \n",
       "3         武汉品生医学研究所有限公司  https://www.liepin.com/job/1938346653.shtml   \n",
       "4                税友软件集团  https://www.liepin.com/job/1938346491.shtml   \n",
       "5                  伽蓝集团  https://www.liepin.com/job/1938331437.shtml   \n",
       "6            乐普医疗 AI事业部  https://www.liepin.com/job/1938328745.shtml   \n",
       "7         深圳市巨龙创视科技有限公司  https://www.liepin.com/job/1938327607.shtml   \n",
       "8                  联通通信  https://www.liepin.com/job/1938323709.shtml   \n",
       "9                  网达软件  https://www.liepin.com/job/1938323671.shtml   \n",
       "10                 透景科技  https://www.liepin.com/job/1938322897.shtml   \n",
       "11                   美团  https://www.liepin.com/job/1938322333.shtml   \n",
       "12         上海智赢健康科技有限公司  https://www.liepin.com/job/1938320973.shtml   \n",
       "13                  慧聪网  https://www.liepin.com/job/1938311735.shtml   \n",
       "14         上海仙塔智能科技有限公司  https://www.liepin.com/job/1938311333.shtml   \n",
       "15         上海仙塔智能科技有限公司  https://www.liepin.com/job/1938311223.shtml   \n",
       "16               上实融资租赁  https://www.liepin.com/job/1938309175.shtml   \n",
       "17  平安普惠信息服务有限公司上海南翔分公司  https://www.liepin.com/job/1938303913.shtml   \n",
       "18         宁波宁帆信息科技有限公司  https://www.liepin.com/job/1938303755.shtml   \n",
       "19                 小满科技  https://www.liepin.com/job/1938303445.shtml   \n",
       "20                 柏视医疗  https://www.liepin.com/job/1938303241.shtml   \n",
       "21                白骑士科技  https://www.liepin.com/job/1938300149.shtml   \n",
       "22                 滴普科技  https://www.liepin.com/job/1938299637.shtml   \n",
       "23     蕨盛(深圳)企业管理咨询有限公司  https://www.liepin.com/job/1938298465.shtml   \n",
       "24       易网创新科技(广州)有限公司  https://www.liepin.com/job/1938290887.shtml   \n",
       "25         恒大粮油(深圳)有限公司  https://www.liepin.com/job/1938288681.shtml   \n",
       "26       金石财策(北京)顾问有限公司  https://www.liepin.com/job/1938287909.shtml   \n",
       "27                 真固生物  https://www.liepin.com/job/1938284349.shtml   \n",
       "28                   申迪  https://www.liepin.com/job/1938284263.shtml   \n",
       "29      北京鹰之眼智能健康科技有限公司  https://www.liepin.com/job/1938281197.shtml   \n",
       "30                奥普特科技  https://www.liepin.com/job/1938277999.shtml   \n",
       "31                奥普特科技  https://www.liepin.com/job/1938277997.shtml   \n",
       "32     广州市新娱加娱乐传媒文化有限公司  https://www.liepin.com/job/1938273553.shtml   \n",
       "33          企知道网络技术有限公司  https://www.liepin.com/job/1938273233.shtml   \n",
       "34     三明市智翔贸易有限公司福州分公司  https://www.liepin.com/job/1938271165.shtml   \n",
       "35                 江苏光邮  https://www.liepin.com/job/1938269987.shtml   \n",
       "36       上海联和金融信息服务有限公司  https://www.liepin.com/job/1938269963.shtml   \n",
       "37                   倍量  https://www.liepin.com/job/1938268915.shtml   \n",
       "38                   美团  https://www.liepin.com/job/1938262461.shtml   \n",
       "39                 储翰科技  https://www.liepin.com/job/1938260443.shtml   \n",
       "\n",
       "           发布日期   学历要求   工作经验          薪水                      职位     上班地点  \\\n",
       "0   2021年04月22日  本科及以上  本科及以上  20-30k·13薪                  数据产品经理   北京-呼家楼   \n",
       "1   2021年04月22日   统招本科   1-3年  15-25k·15薪              产品经理（天天基金）   上海-徐家汇   \n",
       "2   2021年04月22日  大专及以上   3-5年  15-25k·13薪                    产品经理   深圳-宝安区   \n",
       "3   2021年04月22日  硕士及以上   1-3年  10-18k·13薪                    产品经理       南京   \n",
       "4   2021年04月22日   统招本科  5-10年  15-25k·14薪              产品经理（社保业务）       杭州   \n",
       "5   2021年04月22日   统招本科  5-10年          面议                  市场产品经理   上海-曹家渡   \n",
       "6   2021年04月22日   统招本科   3-5年  17-30k·15薪               呼吸机背景产品经理       深圳   \n",
       "7   2021年04月22日   统招本科   3-5年  15-25k·13薪              产品经理（人脸识别）   深圳-宝安区   \n",
       "8   2021年04月22日  本科及以上   1-3年   7-10k·12薪              平台与生态化产品经理  广州-珠江新城   \n",
       "9   2021年04月22日   统招本科   3-5年  12-20k·13薪                    产品经理   上海-七浦路   \n",
       "10  2021年04月22日  本科及以上   1-3年   9-18k·14薪             IVD 产品经理-成都       成都   \n",
       "11  2021年04月22日  本科及以上   3-5年  25-30k·15薪  企平-数字城市及大数据可视化产品经理（成都）       成都   \n",
       "12  2021年04月22日  本科及以上   3-5年  25-35k·12薪                    产品经理   上海-静安区   \n",
       "13  2021年04月22日  大专及以上   3-5年  15-20k·14薪                  产品运营经理   北京-来广营   \n",
       "14  2021年04月22日  本科及以上   3-5年  25-35k·13薪       车联网高级产品经理（手机互联产品）       上海   \n",
       "15  2021年04月22日  本科及以上   3-5年  25-35k·13薪         车联网高级产品经理（社交产品）       上海   \n",
       "16  2021年04月22日   统招本科   3-5年  25-35k·16薪                  电商产品经理       上海   \n",
       "17  2021年04月22日  本科及以上   3-5年  12-20k·12薪                金融产品销售经理   上海-嘉定区   \n",
       "18  2021年04月22日  本科及以上   3-5年   8-12k·13薪                    产品经理       宁波   \n",
       "19  2021年04月22日   统招本科   3-5年  20-29k·12薪     产品经理（BI） (MJ000005)       深圳   \n",
       "20  2021年04月22日  大专及以上   1-3年  10-20k·12薪                  放疗产品经理   广州-海珠区   \n",
       "21  2021年04月22日   统招本科   3-5年  18-35k·12薪                 反欺诈产品经理       深圳   \n",
       "22  2021年04月22日  本科及以上  5-10年  25-35k·15薪               云数据仓库产品经理   深圳-科技园   \n",
       "23  2021年04月22日  本科及以上  5-10年  20-40k·12薪               基金产品/资金经理   深圳-福田区   \n",
       "24  2021年04月22日  大专及以上   1-3年  13-20k·12薪                  产品运营经理   杭州-滨江区   \n",
       "25  2021年04月22日  本科及以上  5-10年  25-35k·12薪                  电商产品经理   深圳-福田区   \n",
       "26  2021年04月22日   统招本科   3-5年  20-30k·12薪                  金融产品经理       北京   \n",
       "27  2021年04月22日  硕士及以上   1-3年  13-20k·12薪             产品技术顾问/产品经理   上海-漕河泾   \n",
       "28  2021年04月22日   统招本科   3-5年  10-20k·13薪                    产品经理   广州-越秀区   \n",
       "29  2021年04月22日   统招本科   3-5年  25-40k·12薪                  高级产品经理       北京   \n",
       "30  2021年04月22日  本科及以上   3-5年  20-30k·12薪              产品经理（教育方向）    深圳-松岗   \n",
       "31  2021年04月22日  本科及以上   3-5年  20-30k·12薪              产品经理（教育方向）    东莞-松岗   \n",
       "32  2021年04月22日  大专及以上   3-5年  15-30k·12薪               互联网教育产品经理   广州-黄埔区   \n",
       "33  2021年04月22日   统招本科  5-10年  15-30k·12薪                  业财产品经理       深圳   \n",
       "34  2021年04月22日  大专及以上   1-3年    6-8k·12薪                电商产品开发经理   福州-台江区   \n",
       "35  2021年04月22日  本科及以上  5-10年  15-30k·13薪                   产品部经理       盐城   \n",
       "36  2021年04月22日  大专及以上   1-3年  25-40k·12薪                  金融产品经理   上海-嘉定区   \n",
       "37  2021年04月22日  大专及以上   3-5年          面议                  高级产品经理   深圳-龙华区   \n",
       "38  2021年04月22日  本科及以上   3-5年  40-60k·15薪      产品经理（作者方向）-点评笔记产品部   上海-长宁区   \n",
       "39  2021年04月22日   统招本科  5-10年  12-18k·13薪              高速模块产品开发经理       成都   \n",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'公司名称': 40, '职位链接': 40, '发布日期': 40, '学历要求': 40, '工作经验': 40, '薪水': 40, '职位': 40, '上班地点': 40}\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>公司名称</th>\n",
       "      <th>职位链接</th>\n",
       "      <th>发布日期</th>\n",
       "      <th>学历要求</th>\n",
       "      <th>工作经验</th>\n",
       "      <th>薪水</th>\n",
       "      <th>职位</th>\n",
       "      <th>上班地点</th>\n",
       "      <th>curPage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>五牛控股有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938255351.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-18k·12薪</td>\n",
       "      <td>产品经理（供应链金融产品）</td>\n",
       "      <td>上海</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>优纳医疗</td>\n",
       "      <td>https://www.liepin.com/job/1938254387.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>产品经理（广州）</td>\n",
       "      <td>广州</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>上海维艾乐健康管理有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938253083.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>上海-闵行区</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>世友木业</td>\n",
       "      <td>https://www.liepin.com/job/1938251681.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>湖州-南浔区</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>深圳国泰安教育技术有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938245427.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-22k·12薪</td>\n",
       "      <td>高级VR产品经理</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>蜻蜓FM</td>\n",
       "      <td>https://www.liepin.com/job/1938243041.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>产品经理（教育）</td>\n",
       "      <td>上海-塘桥</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>辽宁电力能源发展集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938241995.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>5-11k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>沈阳-沈河区</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>宁波秉航科技集团有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938241727.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>面议</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>宁波</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>UC优视(UC浏览器)</td>\n",
       "      <td>https://www.liepin.com/job/1938241043.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-16k·13薪</td>\n",
       "      <td>平台产品经理</td>\n",
       "      <td>广州-新港</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>科沃斯</td>\n",
       "      <td>https://www.liepin.com/job/1938238051.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>18-30k·12薪</td>\n",
       "      <td>产品营销经理（空气净化机器人、擦窗机器人）</td>\n",
       "      <td>苏州-越溪</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>北京创世云科技股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938237785.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>12-18k·14薪</td>\n",
       "      <td>产品经理（在线教育）</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>北京创世云科技股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938237655.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>12-18k·14薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>锐麦软件</td>\n",
       "      <td>https://www.liepin.com/job/1938237541.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>区块链产品经理</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>泓博元生命科技(深圳)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938236503.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-25k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>京东科技集团</td>\n",
       "      <td>https://www.liepin.com/job/1938232495.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>30-50k·14薪</td>\n",
       "      <td>【高级产品经理-销售型CRM方向】</td>\n",
       "      <td>北京</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>中兴软创</td>\n",
       "      <td>https://www.liepin.com/job/1938232283.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>产品经理/售前技术经理（南京公共安全方向）</td>\n",
       "      <td>南京</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>新华三集团</td>\n",
       "      <td>https://www.liepin.com/job/1938232161.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>大数据教育产品经理</td>\n",
       "      <td>杭州-长河</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>新华三集团</td>\n",
       "      <td>https://www.liepin.com/job/1938232159.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>大数据教育产品经理</td>\n",
       "      <td>北京-望京</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>深圳国泰安教育技术有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938231713.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>产品经理(智慧课堂）</td>\n",
       "      <td>深圳</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>百裕制药</td>\n",
       "      <td>https://www.liepin.com/job/1938231543.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>区域产品学术推广经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>深圳国泰安教育技术有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938231279.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>高级产品经理（智慧课堂）</td>\n",
       "      <td>深圳</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>新华三集团</td>\n",
       "      <td>https://www.liepin.com/job/1938228533.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>集成电路教育产品经理</td>\n",
       "      <td>杭州-长河</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>新华三集团</td>\n",
       "      <td>https://www.liepin.com/job/1938228531.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>集成电路教育产品经理</td>\n",
       "      <td>北京-望京</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>和谐健康保险股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938227685.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>20-50k·13薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>美团</td>\n",
       "      <td>https://www.liepin.com/job/1938221761.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>风险产品经理</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>佛山市艾臣家居科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938220273.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>佛山-南海区</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>小微环球</td>\n",
       "      <td>https://www.liepin.com/job/1938220087.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>25-35k·16薪</td>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>上海-虹口区</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>海尔集团金融控股平台</td>\n",
       "      <td>https://www.liepin.com/job/1938219779.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>面议</td>\n",
       "      <td>产品经理（农牧食品）</td>\n",
       "      <td>上海-陆家嘴</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>上海仙塔智能科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938218309.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>25-35k·15薪</td>\n",
       "      <td>电商高级产品经理</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>南京智盟电力有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938211903.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-16k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>福州-台江区</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>OPPO移动通信</td>\n",
       "      <td>https://www.liepin.com/job/1938210197.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-40k·12薪</td>\n",
       "      <td>B端产品经理（游戏方向）</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>中通快递</td>\n",
       "      <td>https://www.liepin.com/job/1938206395.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>高级产品经理-客服产品</td>\n",
       "      <td>上海</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>中通快递</td>\n",
       "      <td>https://www.liepin.com/job/1938206287.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>深圳高速工程顾问</td>\n",
       "      <td>https://www.liepin.com/job/1938204661.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>25-50k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>上海语路医疗科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938202793.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>面议</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>上海-松江区</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>智桦企业管理</td>\n",
       "      <td>https://www.liepin.com/job/1938201495.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>30-35k·12薪</td>\n",
       "      <td>软件产品实施项目经理</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>福建大道之行教育科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938199299.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>内容产品经理</td>\n",
       "      <td>福州</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>顾家杭州</td>\n",
       "      <td>https://www.liepin.com/job/1938197965.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>产品经理/实施工程师（定制）</td>\n",
       "      <td>杭州-萧山区</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>奥普特科技</td>\n",
       "      <td>https://www.liepin.com/job/1938191841.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>产品经理（工控）</td>\n",
       "      <td>深圳-松岗</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>奥普特科技</td>\n",
       "      <td>https://www.liepin.com/job/1938191531.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>产品经理（工控方向）</td>\n",
       "      <td>东莞-松岗</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               公司名称                                         职位链接         发布日期  \\\n",
       "0          五牛控股有限公司  https://www.liepin.com/job/1938255351.shtml  2021年04月22日   \n",
       "1              优纳医疗  https://www.liepin.com/job/1938254387.shtml  2021年04月22日   \n",
       "2     上海维艾乐健康管理有限公司  https://www.liepin.com/job/1938253083.shtml  2021年04月22日   \n",
       "3              世友木业  https://www.liepin.com/job/1938251681.shtml  2021年04月22日   \n",
       "4     深圳国泰安教育技术有限公司  https://www.liepin.com/job/1938245427.shtml  2021年04月22日   \n",
       "5              蜻蜓FM  https://www.liepin.com/job/1938243041.shtml  2021年04月22日   \n",
       "6    辽宁电力能源发展集团有限公司  https://www.liepin.com/job/1938241995.shtml  2021年04月22日   \n",
       "7      宁波秉航科技集团有限公司  https://www.liepin.com/job/1938241727.shtml  2021年04月22日   \n",
       "8       UC优视(UC浏览器)  https://www.liepin.com/job/1938241043.shtml  2021年04月22日   \n",
       "9               科沃斯  https://www.liepin.com/job/1938238051.shtml  2021年04月22日   \n",
       "10    北京创世云科技股份有限公司  https://www.liepin.com/job/1938237785.shtml  2021年04月22日   \n",
       "11    北京创世云科技股份有限公司  https://www.liepin.com/job/1938237655.shtml  2021年04月22日   \n",
       "12             锐麦软件  https://www.liepin.com/job/1938237541.shtml  2021年04月22日   \n",
       "13  泓博元生命科技(深圳)有限公司  https://www.liepin.com/job/1938236503.shtml  2021年04月22日   \n",
       "14           京东科技集团  https://www.liepin.com/job/1938232495.shtml  2021年04月22日   \n",
       "15             中兴软创  https://www.liepin.com/job/1938232283.shtml  2021年04月22日   \n",
       "16            新华三集团  https://www.liepin.com/job/1938232161.shtml  2021年04月22日   \n",
       "17            新华三集团  https://www.liepin.com/job/1938232159.shtml  2021年04月22日   \n",
       "18    深圳国泰安教育技术有限公司  https://www.liepin.com/job/1938231713.shtml  2021年04月22日   \n",
       "19             百裕制药  https://www.liepin.com/job/1938231543.shtml  2021年04月22日   \n",
       "20    深圳国泰安教育技术有限公司  https://www.liepin.com/job/1938231279.shtml  2021年04月22日   \n",
       "21            新华三集团  https://www.liepin.com/job/1938228533.shtml  2021年04月22日   \n",
       "22            新华三集团  https://www.liepin.com/job/1938228531.shtml  2021年04月22日   \n",
       "23     和谐健康保险股份有限公司  https://www.liepin.com/job/1938227685.shtml  2021年04月22日   \n",
       "24               美团  https://www.liepin.com/job/1938221761.shtml  2021年04月22日   \n",
       "25    佛山市艾臣家居科技有限公司  https://www.liepin.com/job/1938220273.shtml  2021年04月22日   \n",
       "26             小微环球  https://www.liepin.com/job/1938220087.shtml  2021年04月22日   \n",
       "27       海尔集团金融控股平台  https://www.liepin.com/job/1938219779.shtml  2021年04月22日   \n",
       "28     上海仙塔智能科技有限公司  https://www.liepin.com/job/1938218309.shtml  2021年04月22日   \n",
       "29       南京智盟电力有限公司  https://www.liepin.com/job/1938211903.shtml  2021年04月22日   \n",
       "30         OPPO移动通信  https://www.liepin.com/job/1938210197.shtml  2021年04月22日   \n",
       "31             中通快递  https://www.liepin.com/job/1938206395.shtml  2021年04月22日   \n",
       "32             中通快递  https://www.liepin.com/job/1938206287.shtml  2021年04月22日   \n",
       "33         深圳高速工程顾问  https://www.liepin.com/job/1938204661.shtml  2021年04月22日   \n",
       "34     上海语路医疗科技有限公司  https://www.liepin.com/job/1938202793.shtml  2021年04月22日   \n",
       "35           智桦企业管理  https://www.liepin.com/job/1938201495.shtml  2021年04月22日   \n",
       "36   福建大道之行教育科技有限公司  https://www.liepin.com/job/1938199299.shtml  2021年04月22日   \n",
       "37             顾家杭州  https://www.liepin.com/job/1938197965.shtml  2021年04月22日   \n",
       "38            奥普特科技  https://www.liepin.com/job/1938191841.shtml  2021年04月22日   \n",
       "39            奥普特科技  https://www.liepin.com/job/1938191531.shtml  2021年04月22日   \n",
       "\n",
       "     学历要求   工作经验          薪水                     职位    上班地点  curPage  \n",
       "0    统招本科   3-5年  12-18k·12薪          产品经理（供应链金融产品）      上海        6  \n",
       "1   硕士及以上   3-5年  15-30k·12薪               产品经理（广州）      广州        6  \n",
       "2    统招本科   1-3年  10-20k·12薪                   产品经理  上海-闵行区        6  \n",
       "3    统招本科   3-5年  10-15k·12薪                   产品经理  湖州-南浔区        6  \n",
       "4    统招本科  5-10年  15-22k·12薪               高级VR产品经理  深圳-南山区        6  \n",
       "5    统招本科   3-5年  20-30k·12薪               产品经理（教育）   上海-塘桥        6  \n",
       "6    统招本科   3-5年   5-11k·12薪                   产品经理  沈阳-沈河区        6  \n",
       "7   大专及以上   3-5年          面议                 产品策划经理      宁波        6  \n",
       "8   本科及以上   1-3年  10-16k·13薪                 平台产品经理   广州-新港        6  \n",
       "9   大专及以上  5-10年  18-30k·12薪  产品营销经理（空气净化机器人、擦窗机器人）   苏州-越溪        6  \n",
       "10  本科及以上  本科及以上  12-18k·14薪             产品经理（在线教育）  北京-海淀区        6  \n",
       "11  本科及以上  本科及以上  12-18k·14薪                   产品经理  北京-海淀区        6  \n",
       "12   统招本科   1-3年  10-20k·12薪                区块链产品经理  深圳-南山区        6  \n",
       "13  本科及以上   3-5年  10-25k·12薪                   产品经理  深圳-南山区        6  \n",
       "14  本科及以上  5-10年  30-50k·14薪      【高级产品经理-销售型CRM方向】      北京        6  \n",
       "15  本科及以上   3-5年  15-30k·12薪  产品经理/售前技术经理（南京公共安全方向）      南京        6  \n",
       "16   统招本科   3-5年  15-20k·14薪              大数据教育产品经理   杭州-长河        6  \n",
       "17   统招本科   统招本科  15-20k·14薪              大数据教育产品经理   北京-望京        6  \n",
       "18   统招本科   1-3年  10-15k·12薪             产品经理(智慧课堂）      深圳        6  \n",
       "19   统招本科   3-5年  10-15k·12薪             区域产品学术推广经理      上海        6  \n",
       "20   统招本科  5-10年  15-20k·12薪           高级产品经理（智慧课堂）      深圳        6  \n",
       "21   统招本科   3-5年  15-20k·14薪             集成电路教育产品经理   杭州-长河        6  \n",
       "22   统招本科   统招本科  15-20k·14薪             集成电路教育产品经理   北京-望京        6  \n",
       "23  本科及以上  本科及以上  20-50k·13薪                   产品经理  北京-朝阳区        6  \n",
       "24  本科及以上   3-5年  20-40k·15薪                 风险产品经理  上海-长宁区        6  \n",
       "25  大专及以上   3-5年  15-20k·12薪                互联网产品经理  佛山-南海区        6  \n",
       "26   统招本科   3-5年  25-35k·16薪                 电商产品经理  上海-虹口区        6  \n",
       "27   统招本科   1-3年          面议             产品经理（农牧食品）  上海-陆家嘴        6  \n",
       "28  本科及以上  5-10年  25-35k·15薪               电商高级产品经理  上海-长宁区        6  \n",
       "29  大专及以上   3-5年  10-16k·12薪                   产品经理  福州-台江区        6  \n",
       "30   统招本科   3-5年  20-40k·12薪           B端产品经理（游戏方向）  深圳-南山区        6  \n",
       "31   统招本科   3-5年  20-40k·13薪            高级产品经理-客服产品      上海        6  \n",
       "32   统招本科   3-5年  20-40k·13薪                   产品经理      上海        6  \n",
       "33   统招本科   3-5年  25-50k·12薪                   产品经理  深圳-福田区        6  \n",
       "34  大专及以上   1-3年          面议                   产品经理  上海-松江区        6  \n",
       "35  本科及以上  本科及以上  30-35k·12薪             软件产品实施项目经理  北京-朝阳区        6  \n",
       "36  大专及以上   1-3年  10-15k·12薪                 内容产品经理      福州        6  \n",
       "37  本科及以上   3-5年  15-20k·12薪         产品经理/实施工程师（定制）  杭州-萧山区        6  \n",
       "38  本科及以上   3-5年  20-30k·12薪               产品经理（工控）   深圳-松岗        6  \n",
       "39  本科及以上   3-5年  20-30k·12薪             产品经理（工控方向）   东莞-松岗        6  "
      ]
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      "{'公司名称': 40, '职位链接': 40, '发布日期': 40, '学历要求': 40, '工作经验': 40, '薪水': 40, '职位': 40, '上班地点': 40}\n"
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       "      <th>公司名称</th>\n",
       "      <th>职位链接</th>\n",
       "      <th>发布日期</th>\n",
       "      <th>学历要求</th>\n",
       "      <th>工作经验</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>上海心宜生物科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938191217.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-35k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>上海-城隍庙</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>安沃咨询(深圳)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938190381.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>装饰产品经理</td>\n",
       "      <td>上海-北新泾</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>北京构力科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938181981.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>15-30k·15薪</td>\n",
       "      <td>BIMBase电网数字化产品经理</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>百裕制药</td>\n",
       "      <td>https://www.liepin.com/job/1938178745.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-15k·12薪</td>\n",
       "      <td>区域产品学术推广经理</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938176081.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>20-40k·12薪</td>\n",
       "      <td>IOT物联网智能视频产品经理</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938176075.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>20-40k·12薪</td>\n",
       "      <td>安卓云(云手机&amp;云游戏)产品经理</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938175309.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>30-50k·12薪</td>\n",
       "      <td>高级数据产品经理 - EMR/大数据引擎</td>\n",
       "      <td>上海-闵行区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>美团</td>\n",
       "      <td>https://www.liepin.com/job/1938174459.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>产品经理（星级和评价）-点评星级评价部</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>平安普惠投资咨询有限公司上海浦东分公司</td>\n",
       "      <td>https://www.liepin.com/job/1938173499.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>18-35k·12薪</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>南京安杰信息科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938172513.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>18-25k·12薪</td>\n",
       "      <td>产品经理/总监</td>\n",
       "      <td>南京-雨花台区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>厦门雅迅网络股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938172097.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-16k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>厦门-思明区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>智令互动(深圳)科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938170247.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>18-35k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>坎德拉</td>\n",
       "      <td>https://www.liepin.com/job/1938167415.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>产品经理（机器人自动驾驶） (MJ000301)</td>\n",
       "      <td>深圳</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>石头世纪</td>\n",
       "      <td>https://www.liepin.com/job/1938167217.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>15-25k·16薪</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>中国联通广东省分公司</td>\n",
       "      <td>https://www.liepin.com/job/1938165891.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>13-25k·13薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>平安普惠投资咨询有限公司上海浦东分公司</td>\n",
       "      <td>https://www.liepin.com/job/1938162149.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-20k·12薪</td>\n",
       "      <td>互联网金融产品经理</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>广州经传多赢投资咨询有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938161149.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-20k·15薪</td>\n",
       "      <td>产品运营经理</td>\n",
       "      <td>广州</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>赛目科技</td>\n",
       "      <td>https://www.liepin.com/job/1938161061.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>产品经理（自动驾驶仿真）</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>立仪科技</td>\n",
       "      <td>https://www.liepin.com/job/1938158747.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>产品经理（3D/激光雷达/自动化）</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>妍丽</td>\n",
       "      <td>https://www.liepin.com/job/1938153561.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·14薪</td>\n",
       "      <td>商城与员工工具中级产品经理</td>\n",
       "      <td>深圳</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>妍丽</td>\n",
       "      <td>https://www.liepin.com/job/1938153413.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·14薪</td>\n",
       "      <td>结算支付中级产品经理</td>\n",
       "      <td>深圳</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>妍丽</td>\n",
       "      <td>https://www.liepin.com/job/1938153285.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-35k·12薪</td>\n",
       "      <td>营销高级产品经理</td>\n",
       "      <td>深圳</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>妍丽</td>\n",
       "      <td>https://www.liepin.com/job/1938153117.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-35k·14薪</td>\n",
       "      <td>供应链高级产品经理</td>\n",
       "      <td>深圳</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>深圳市欧瑞博科技股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938151459.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>产品经理-暖通方向</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>深圳市欧瑞博科技股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938151325.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>产品经理-影音方向</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>深圳市欧瑞博科技股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938151255.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>产品经理-大家具方向</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>广东虚拟现实科技有限公司深圳分公司</td>\n",
       "      <td>https://www.liepin.com/job/1938150759.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>杭州简学科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938149631.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>杭州-西湖区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>立仪科技</td>\n",
       "      <td>https://www.liepin.com/job/1938149173.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>产品项目经理</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>呗呗科技</td>\n",
       "      <td>https://www.liepin.com/job/1938149075.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-15k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>深圳顺丰泰森控股(集团)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938148073.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>产品运营高级经理（回收）</td>\n",
       "      <td>深圳</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>立仪科技</td>\n",
       "      <td>https://www.liepin.com/job/1938144403.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>深圳-坪地</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>西信信息</td>\n",
       "      <td>https://www.liepin.com/job/1938144045.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>长沙-长沙县</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>瀚晖制药有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938142263.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>高级产品经理-肿瘤</td>\n",
       "      <td>上海-龙华</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>浙江联发创新电子科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938140249.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>14-17k·12薪</td>\n",
       "      <td>网页产品经理</td>\n",
       "      <td>宁波-鄞州区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>深圳市爱图仕影像器材有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938137325.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-14k·14薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>上海亭日科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938136489.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-20k·14薪</td>\n",
       "      <td>中后台产品经理</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>厦门中卡科技股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938136341.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>厦门-思明区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>https://www.liepin.com/job/1938136211.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>内容安全平台产品经理 — 人员管理方向</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>康丽根水处理科技(上海)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938135855.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>面议</td>\n",
       "      <td>全国高级产品服务经理</td>\n",
       "      <td>上海-徐汇区</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   公司名称                                         职位链接  \\\n",
       "0          上海心宜生物科技有限公司  https://www.liepin.com/job/1938191217.shtml   \n",
       "1          安沃咨询(深圳)有限公司  https://www.liepin.com/job/1938190381.shtml   \n",
       "2            北京构力科技有限公司  https://www.liepin.com/job/1938181981.shtml   \n",
       "3                  百裕制药  https://www.liepin.com/job/1938178745.shtml   \n",
       "4                  字节跳动  https://www.liepin.com/job/1938176081.shtml   \n",
       "5                  字节跳动  https://www.liepin.com/job/1938176075.shtml   \n",
       "6                  字节跳动  https://www.liepin.com/job/1938175309.shtml   \n",
       "7                    美团  https://www.liepin.com/job/1938174459.shtml   \n",
       "8   平安普惠投资咨询有限公司上海浦东分公司  https://www.liepin.com/job/1938173499.shtml   \n",
       "9          南京安杰信息科技有限公司  https://www.liepin.com/job/1938172513.shtml   \n",
       "10         厦门雅迅网络股份有限公司  https://www.liepin.com/job/1938172097.shtml   \n",
       "11       智令互动(深圳)科技有限公司  https://www.liepin.com/job/1938170247.shtml   \n",
       "12                  坎德拉  https://www.liepin.com/job/1938167415.shtml   \n",
       "13                 石头世纪  https://www.liepin.com/job/1938167217.shtml   \n",
       "14           中国联通广东省分公司  https://www.liepin.com/job/1938165891.shtml   \n",
       "15  平安普惠投资咨询有限公司上海浦东分公司  https://www.liepin.com/job/1938162149.shtml   \n",
       "16       广州经传多赢投资咨询有限公司  https://www.liepin.com/job/1938161149.shtml   \n",
       "17                 赛目科技  https://www.liepin.com/job/1938161061.shtml   \n",
       "18                 立仪科技  https://www.liepin.com/job/1938158747.shtml   \n",
       "19                   妍丽  https://www.liepin.com/job/1938153561.shtml   \n",
       "20                   妍丽  https://www.liepin.com/job/1938153413.shtml   \n",
       "21                   妍丽  https://www.liepin.com/job/1938153285.shtml   \n",
       "22                   妍丽  https://www.liepin.com/job/1938153117.shtml   \n",
       "23       深圳市欧瑞博科技股份有限公司  https://www.liepin.com/job/1938151459.shtml   \n",
       "24       深圳市欧瑞博科技股份有限公司  https://www.liepin.com/job/1938151325.shtml   \n",
       "25       深圳市欧瑞博科技股份有限公司  https://www.liepin.com/job/1938151255.shtml   \n",
       "26    广东虚拟现实科技有限公司深圳分公司  https://www.liepin.com/job/1938150759.shtml   \n",
       "27           杭州简学科技有限公司  https://www.liepin.com/job/1938149631.shtml   \n",
       "28                 立仪科技  https://www.liepin.com/job/1938149173.shtml   \n",
       "29                 呗呗科技  https://www.liepin.com/job/1938149075.shtml   \n",
       "30     深圳顺丰泰森控股(集团)有限公司  https://www.liepin.com/job/1938148073.shtml   \n",
       "31                 立仪科技  https://www.liepin.com/job/1938144403.shtml   \n",
       "32                 西信信息  https://www.liepin.com/job/1938144045.shtml   \n",
       "33             瀚晖制药有限公司  https://www.liepin.com/job/1938142263.shtml   \n",
       "34       浙江联发创新电子科技有限公司  https://www.liepin.com/job/1938140249.shtml   \n",
       "35       深圳市爱图仕影像器材有限公司  https://www.liepin.com/job/1938137325.shtml   \n",
       "36           上海亭日科技有限公司  https://www.liepin.com/job/1938136489.shtml   \n",
       "37         厦门中卡科技股份有限公司  https://www.liepin.com/job/1938136341.shtml   \n",
       "38                 字节跳动  https://www.liepin.com/job/1938136211.shtml   \n",
       "39     康丽根水处理科技(上海)有限公司  https://www.liepin.com/job/1938135855.shtml   \n",
       "\n",
       "           发布日期   学历要求   工作经验          薪水                        职位     上班地点  \\\n",
       "0   2021年04月22日   统招本科   3-5年  15-35k·12薪                      产品经理   上海-城隍庙   \n",
       "1   2021年04月22日  本科及以上  5-10年  15-20k·12薪                    装饰产品经理   上海-北新泾   \n",
       "2   2021年04月22日   统招本科   统招本科  15-30k·15薪          BIMBase电网数字化产品经理   北京-朝阳区   \n",
       "3   2021年04月22日  本科及以上   3-5年   8-15k·12薪                区域产品学术推广经理   广州-荔湾区   \n",
       "4   2021年04月22日  本科及以上  本科及以上  20-40k·12薪            IOT物联网智能视频产品经理   北京-海淀区   \n",
       "5   2021年04月22日  本科及以上  本科及以上  20-40k·12薪          安卓云(云手机&云游戏)产品经理   北京-海淀区   \n",
       "6   2021年04月22日  本科及以上   经验不限  30-50k·12薪      高级数据产品经理 - EMR/大数据引擎   上海-闵行区   \n",
       "7   2021年04月22日  本科及以上   3-5年  20-40k·15薪       产品经理（星级和评价）-点评星级评价部   上海-长宁区   \n",
       "8   2021年04月22日  大专及以上   1-3年  18-35k·12薪                    金融产品经理       上海   \n",
       "9   2021年04月22日  本科及以上   经验不限  18-25k·12薪                   产品经理/总监  南京-雨花台区   \n",
       "10  2021年04月22日  大专及以上  5-10年  10-16k·12薪                      产品经理   厦门-思明区   \n",
       "11  2021年04月22日  本科及以上  5-10年  18-35k·12薪                      产品经理   深圳-南山区   \n",
       "12  2021年04月22日  本科及以上   3-5年  15-25k·12薪  产品经理（机器人自动驾驶） (MJ000301)       深圳   \n",
       "13  2021年04月22日  本科及以上  本科及以上  15-25k·16薪                    数据产品经理   北京-海淀区   \n",
       "14  2021年04月22日   统招本科   1-3年  13-25k·13薪                      产品经理       广州   \n",
       "15  2021年04月22日  大专及以上   1-3年   8-20k·12薪                 互联网金融产品经理  上海-浦东新区   \n",
       "16  2021年04月22日  本科及以上  5-10年  15-20k·15薪                    产品运营经理       广州   \n",
       "17  2021年04月22日   统招本科   统招本科  15-25k·13薪              产品经理（自动驾驶仿真）   北京-海淀区   \n",
       "18  2021年04月22日  本科及以上   1-3年  15-25k·12薪         产品经理（3D/激光雷达/自动化）   深圳-龙岗区   \n",
       "19  2021年04月22日  大专及以上   3-5年  15-25k·14薪             商城与员工工具中级产品经理       深圳   \n",
       "20  2021年04月22日  大专及以上   3-5年  15-25k·14薪                结算支付中级产品经理       深圳   \n",
       "21  2021年04月22日  大专及以上  5-10年  20-35k·12薪                  营销高级产品经理       深圳   \n",
       "22  2021年04月22日  大专及以上  5-10年  20-35k·14薪                 供应链高级产品经理       深圳   \n",
       "23  2021年04月22日   统招本科  5-10年  20-30k·12薪                 产品经理-暖通方向   深圳-南山区   \n",
       "24  2021年04月22日   统招本科  5-10年  20-30k·12薪                 产品经理-影音方向   深圳-南山区   \n",
       "25  2021年04月22日   统招本科  5-10年  20-30k·12薪                产品经理-大家具方向   深圳-南山区   \n",
       "26  2021年04月22日  本科及以上   3-5年  15-25k·12薪                      产品经理   广州-天河区   \n",
       "27  2021年04月22日  大专及以上   3-5年  10-20k·12薪                      产品经理   杭州-西湖区   \n",
       "28  2021年04月22日  本科及以上   1-3年  15-25k·12薪                    产品项目经理   深圳-龙岗区   \n",
       "29  2021年04月22日  大专及以上   3-5年   8-15k·12薪                      产品经理   广州-天河区   \n",
       "30  2021年04月22日  本科及以上  5-10年  15-30k·13薪              产品运营高级经理（回收）       深圳   \n",
       "31  2021年04月22日  本科及以上   1-3年  15-25k·12薪                      产品经理    深圳-坪地   \n",
       "32  2021年04月22日  本科及以上   3-5年  15-25k·12薪                    数据产品经理   长沙-长沙县   \n",
       "33  2021年04月22日   统招本科  5-10年          面议                 高级产品经理-肿瘤    上海-龙华   \n",
       "34  2021年04月22日   统招本科  5-10年  14-17k·12薪                    网页产品经理   宁波-鄞州区   \n",
       "35  2021年04月22日   统招本科   1-3年  10-14k·14薪                      产品经理   深圳-龙华区   \n",
       "36  2021年04月22日  本科及以上   1-3年  10-20k·14薪                   中后台产品经理  上海-浦东新区   \n",
       "37  2021年04月22日  大专及以上   3-5年  10-15k·12薪                      产品经理   厦门-思明区   \n",
       "38  2021年04月22日  本科及以上  本科及以上  15-30k·12薪       内容安全平台产品经理 — 人员管理方向   北京-海淀区   \n",
       "39  2021年04月22日   统招本科  10年以上          面议                全国高级产品服务经理   上海-徐汇区   \n",
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    },
    {
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     "output_type": "stream",
     "text": [
      "{'公司名称': 40, '职位链接': 40, '发布日期': 40, '学历要求': 40, '工作经验': 40, '薪水': 40, '职位': 40, '上班地点': 40}\n"
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>公司名称</th>\n",
       "      <th>职位链接</th>\n",
       "      <th>发布日期</th>\n",
       "      <th>学历要求</th>\n",
       "      <th>工作经验</th>\n",
       "      <th>薪水</th>\n",
       "      <th>职位</th>\n",
       "      <th>上班地点</th>\n",
       "      <th>curPage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>南京智盟电力有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938133319.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-18k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>南京-浦口区</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>北京新奥特云创科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938130657.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>上海酷棒网络科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938130389.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-16k·12薪</td>\n",
       "      <td>高经产品经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>北京创金启富</td>\n",
       "      <td>https://www.liepin.com/job/1938128807.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-35k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>华联电子</td>\n",
       "      <td>https://www.liepin.com/job/1938127453.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-18k·12薪</td>\n",
       "      <td>工业变频研发产品经理</td>\n",
       "      <td>厦门-禾山</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>上海宇谷信息科技集团</td>\n",
       "      <td>https://www.liepin.com/job/1938126947.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>12-20k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>乐普医疗 AI事业部</td>\n",
       "      <td>https://www.liepin.com/job/1938126335.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·16薪</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>深圳</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>北京几何科技</td>\n",
       "      <td>https://www.liepin.com/job/1938120281.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>30-50k·16薪</td>\n",
       "      <td>硬件产品经理(KFJP)</td>\n",
       "      <td>北京-酒仙桥</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>梦洁家纺</td>\n",
       "      <td>https://www.liepin.com/job/1938116563.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>智能家居产品经理</td>\n",
       "      <td>长沙-岳麓区</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>广西君子行科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938112457.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>6-8k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>南宁-青秀区</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>杭州梓祎文化有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938108837.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>互联网金融产品经理</td>\n",
       "      <td>杭州-四季青</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>广东世纪晓教育科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938105063.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>10-30k·12薪</td>\n",
       "      <td>教育产品开发经理</td>\n",
       "      <td>扬州</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>A.O.史密斯(中国)</td>\n",
       "      <td>https://www.liepin.com/job/1938103307.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>产品项目经理/专员</td>\n",
       "      <td>南京-栖霞区</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>恒诺微电子</td>\n",
       "      <td>https://www.liepin.com/job/1938102833.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>产品工程经理/AE Manager</td>\n",
       "      <td>嘉兴</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>恒诺微电子</td>\n",
       "      <td>https://www.liepin.com/job/1938102831.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>产品工程经理/AE Manager</td>\n",
       "      <td>苏州-渭塘</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>恒诺微电子</td>\n",
       "      <td>https://www.liepin.com/job/1938102829.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>产品工程经理/AE Manager</td>\n",
       "      <td>上海</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>云货优选</td>\n",
       "      <td>https://www.liepin.com/job/1938101525.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>30-60k·12薪</td>\n",
       "      <td>用户产品经理（用户增长）</td>\n",
       "      <td>广州</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>鑫桥北京</td>\n",
       "      <td>https://www.liepin.com/job/1938099209.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>20-40k·12薪</td>\n",
       "      <td>供应链金融产品经理</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>安徽咪鼠科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938099105.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>9-15k·14薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>合肥</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>迈胜医疗设备有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938098669.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>苏州</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>京东</td>\n",
       "      <td>https://www.liepin.com/job/1938096793.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>门户产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>京东</td>\n",
       "      <td>https://www.liepin.com/job/1938096583.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>京东</td>\n",
       "      <td>https://www.liepin.com/job/1938096009.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>b端产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>中建材信息</td>\n",
       "      <td>https://www.liepin.com/job/1938095943.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>15-17k·12薪</td>\n",
       "      <td>OA产品经理</td>\n",
       "      <td>北京-科技园区</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>深圳市普渡科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938090587.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>数据产品经理 (MJ000431)</td>\n",
       "      <td>深圳-西丽</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>北京天泽智云科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938089155.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>18-28k·12薪</td>\n",
       "      <td>硬件产品经理</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>诺亚正行</td>\n",
       "      <td>https://www.liepin.com/job/1938088065.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>管培生--（上市公司）金融保险专业、产品经理方向</td>\n",
       "      <td>青岛-崂山区</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>诺亚正行</td>\n",
       "      <td>https://www.liepin.com/job/1938085063.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>大区项目经理--产品经理、组训方向上市公司 有海外（香港、美国、澳门、新加坡）短途出差机会</td>\n",
       "      <td>青岛-中韩</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>聚思鸿</td>\n",
       "      <td>https://www.liepin.com/job/1938082505.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>8-15k·12薪</td>\n",
       "      <td>官网产品经理（YR）</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>山东五征集团</td>\n",
       "      <td>https://www.liepin.com/job/1938081865.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-16k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>日照</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>鼎益控股集团</td>\n",
       "      <td>https://www.liepin.com/job/1938079755.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>产品经理（股权投资）</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>微智兆</td>\n",
       "      <td>https://www.liepin.com/job/1938078359.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>大数据产品经理</td>\n",
       "      <td>杭州-拱墅区</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>高斯通</td>\n",
       "      <td>https://www.liepin.com/job/1938077553.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>电销产品经理</td>\n",
       "      <td>深圳</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>小棉袄</td>\n",
       "      <td>https://www.liepin.com/job/1938077081.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>产品经理（休闲食品）</td>\n",
       "      <td>苏州</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>上海任益商贸有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938076513.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>产品开发经理</td>\n",
       "      <td>上海-曹家渡</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>天泽信息</td>\n",
       "      <td>https://www.liepin.com/job/1938076355.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>7-10k·13薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>徐州</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>国汽朴津智能科技(安庆)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938075945.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-30k·12薪</td>\n",
       "      <td>机器人产品经理</td>\n",
       "      <td>安庆-迎江区</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>宇视科技</td>\n",
       "      <td>https://www.liepin.com/job/1938075567.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>8-12k·15薪</td>\n",
       "      <td>产品经理（合作事业部）</td>\n",
       "      <td>杭州</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>无锡尚佰环球电子商务有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938069861.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>产品/采购经理（海绵） (MJ000561)</td>\n",
       "      <td>上海</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>浙江联发创新电子科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938066943.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-18k·12薪</td>\n",
       "      <td>移动产品经理</td>\n",
       "      <td>宁波-鄞州区</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                公司名称                                         职位链接  \\\n",
       "0         南京智盟电力有限公司  https://www.liepin.com/job/1938133319.shtml   \n",
       "1      北京新奥特云创科技有限公司  https://www.liepin.com/job/1938130657.shtml   \n",
       "2       上海酷棒网络科技有限公司  https://www.liepin.com/job/1938130389.shtml   \n",
       "3             北京创金启富  https://www.liepin.com/job/1938128807.shtml   \n",
       "4               华联电子  https://www.liepin.com/job/1938127453.shtml   \n",
       "5         上海宇谷信息科技集团  https://www.liepin.com/job/1938126947.shtml   \n",
       "6         乐普医疗 AI事业部  https://www.liepin.com/job/1938126335.shtml   \n",
       "7             北京几何科技  https://www.liepin.com/job/1938120281.shtml   \n",
       "8               梦洁家纺  https://www.liepin.com/job/1938116563.shtml   \n",
       "9        广西君子行科技有限公司  https://www.liepin.com/job/1938112457.shtml   \n",
       "10        杭州梓祎文化有限公司  https://www.liepin.com/job/1938108837.shtml   \n",
       "11     广东世纪晓教育科技有限公司  https://www.liepin.com/job/1938105063.shtml   \n",
       "12       A.O.史密斯(中国)  https://www.liepin.com/job/1938103307.shtml   \n",
       "13             恒诺微电子  https://www.liepin.com/job/1938102833.shtml   \n",
       "14             恒诺微电子  https://www.liepin.com/job/1938102831.shtml   \n",
       "15             恒诺微电子  https://www.liepin.com/job/1938102829.shtml   \n",
       "16              云货优选  https://www.liepin.com/job/1938101525.shtml   \n",
       "17              鑫桥北京  https://www.liepin.com/job/1938099209.shtml   \n",
       "18        安徽咪鼠科技有限公司  https://www.liepin.com/job/1938099105.shtml   \n",
       "19        迈胜医疗设备有限公司  https://www.liepin.com/job/1938098669.shtml   \n",
       "20                京东  https://www.liepin.com/job/1938096793.shtml   \n",
       "21                京东  https://www.liepin.com/job/1938096583.shtml   \n",
       "22                京东  https://www.liepin.com/job/1938096009.shtml   \n",
       "23             中建材信息  https://www.liepin.com/job/1938095943.shtml   \n",
       "24       深圳市普渡科技有限公司  https://www.liepin.com/job/1938090587.shtml   \n",
       "25      北京天泽智云科技有限公司  https://www.liepin.com/job/1938089155.shtml   \n",
       "26              诺亚正行  https://www.liepin.com/job/1938088065.shtml   \n",
       "27              诺亚正行  https://www.liepin.com/job/1938085063.shtml   \n",
       "28               聚思鸿  https://www.liepin.com/job/1938082505.shtml   \n",
       "29            山东五征集团  https://www.liepin.com/job/1938081865.shtml   \n",
       "30            鼎益控股集团  https://www.liepin.com/job/1938079755.shtml   \n",
       "31               微智兆  https://www.liepin.com/job/1938078359.shtml   \n",
       "32               高斯通  https://www.liepin.com/job/1938077553.shtml   \n",
       "33               小棉袄  https://www.liepin.com/job/1938077081.shtml   \n",
       "34        上海任益商贸有限公司  https://www.liepin.com/job/1938076513.shtml   \n",
       "35              天泽信息  https://www.liepin.com/job/1938076355.shtml   \n",
       "36  国汽朴津智能科技(安庆)有限公司  https://www.liepin.com/job/1938075945.shtml   \n",
       "37              宇视科技  https://www.liepin.com/job/1938075567.shtml   \n",
       "38    无锡尚佰环球电子商务有限公司  https://www.liepin.com/job/1938069861.shtml   \n",
       "39    浙江联发创新电子科技有限公司  https://www.liepin.com/job/1938066943.shtml   \n",
       "\n",
       "           发布日期   学历要求   工作经验          薪水  \\\n",
       "0   2021年04月22日  本科及以上   3-5年  10-18k·12薪   \n",
       "1   2021年04月22日  本科及以上   3-5年  15-25k·12薪   \n",
       "2   2021年04月22日  大专及以上   3-5年  12-16k·12薪   \n",
       "3   2021年04月22日   统招本科  5-10年  20-35k·12薪   \n",
       "4   2021年04月22日  本科及以上   3-5年  12-18k·12薪   \n",
       "5   2021年04月22日  大专及以上   1-3年  12-20k·12薪   \n",
       "6   2021年04月22日  硕士及以上   3-5年  20-30k·16薪   \n",
       "7   2021年04月22日   统招本科   统招本科  30-50k·16薪   \n",
       "8   2021年04月22日  本科及以上   3-5年  12-20k·13薪   \n",
       "9   2021年04月22日  大专及以上   1-3年    6-8k·12薪   \n",
       "10  2021年04月22日  本科及以上   经验不限  20-30k·12薪   \n",
       "11  2021年04月22日  本科及以上   1-3年  10-30k·12薪   \n",
       "12  2021年04月22日  本科及以上   1-3年   8-12k·12薪   \n",
       "13  2021年04月22日  本科及以上  5-10年  15-25k·12薪   \n",
       "14  2021年04月22日  本科及以上  5-10年  15-25k·12薪   \n",
       "15  2021年04月22日  本科及以上  5-10年  15-25k·12薪   \n",
       "16  2021年04月22日  本科及以上  5-10年  30-60k·12薪   \n",
       "17  2021年04月22日   统招本科   统招本科  20-40k·12薪   \n",
       "18  2021年04月22日   统招本科   1-3年   9-15k·14薪   \n",
       "19  2021年04月22日  本科及以上   3-5年  10-20k·12薪   \n",
       "20  2021年04月22日  本科及以上  5-10年  20-40k·14薪   \n",
       "21  2021年04月22日  本科及以上  5-10年  20-40k·14薪   \n",
       "22  2021年04月22日  本科及以上  5-10年  20-40k·14薪   \n",
       "23  2021年04月22日  本科及以上  本科及以上  15-17k·12薪   \n",
       "24  2021年04月22日  本科及以上   3-5年  15-30k·12薪   \n",
       "25  2021年04月22日  本科及以上  5-10年  18-28k·12薪   \n",
       "26  2021年04月22日  本科及以上   一年以下   8-12k·12薪   \n",
       "27  2021年04月22日  本科及以上   3-5年  15-20k·12薪   \n",
       "28  2021年04月22日  本科及以上   3-5年   8-15k·12薪   \n",
       "29  2021年04月22日  本科及以上   3-5年  10-16k·12薪   \n",
       "30  2021年04月22日  本科及以上  5-10年  12-20k·13薪   \n",
       "31  2021年04月22日  本科及以上   3-5年  20-30k·12薪   \n",
       "32  2021年04月22日   统招本科   3-5年  15-25k·13薪   \n",
       "33  2021年04月22日  本科及以上  5-10年  10-15k·12薪   \n",
       "34  2021年04月22日  本科及以上  5-10年  15-20k·12薪   \n",
       "35  2021年04月22日   统招本科   3-5年   7-10k·13薪   \n",
       "36  2021年04月22日  本科及以上   3-5年  10-30k·12薪   \n",
       "37  2021年04月22日  本科及以上   1-3年   8-12k·15薪   \n",
       "38  2021年04月22日  大专及以上   3-5年  20-30k·12薪   \n",
       "39  2021年04月22日   统招本科   3-5年  12-18k·12薪   \n",
       "\n",
       "                                               职位     上班地点  curPage  \n",
       "0                                            产品经理   南京-浦口区        8  \n",
       "1                                            产品经理       北京        8  \n",
       "2                                          高经产品经理       上海        8  \n",
       "3                                            产品经理       北京        8  \n",
       "4                                      工业变频研发产品经理    厦门-禾山        8  \n",
       "5                                            产品经理       上海        8  \n",
       "6                                          高级产品经理       深圳        8  \n",
       "7                                    硬件产品经理(KFJP)   北京-酒仙桥        8  \n",
       "8                                        智能家居产品经理   长沙-岳麓区        8  \n",
       "9                                            产品经理   南宁-青秀区        8  \n",
       "10                                      互联网金融产品经理   杭州-四季青        8  \n",
       "11                                       教育产品开发经理       扬州        8  \n",
       "12                                      产品项目经理/专员   南京-栖霞区        8  \n",
       "13                              产品工程经理/AE Manager       嘉兴        8  \n",
       "14                              产品工程经理/AE Manager    苏州-渭塘        8  \n",
       "15                              产品工程经理/AE Manager       上海        8  \n",
       "16                                   用户产品经理（用户增长）       广州        8  \n",
       "17                                      供应链金融产品经理   北京-海淀区        8  \n",
       "18                                           产品经理       合肥        8  \n",
       "19                                           产品经理       苏州        8  \n",
       "20                                         门户产品经理       北京        8  \n",
       "21                                         电商产品经理       北京        8  \n",
       "22                                         b端产品经理       北京        8  \n",
       "23                                         OA产品经理  北京-科技园区        8  \n",
       "24                              数据产品经理 (MJ000431)    深圳-西丽        8  \n",
       "25                                         硬件产品经理   上海-静安区        8  \n",
       "26                       管培生--（上市公司）金融保险专业、产品经理方向   青岛-崂山区        8  \n",
       "27  大区项目经理--产品经理、组训方向上市公司 有海外（香港、美国、澳门、新加坡）短途出差机会    青岛-中韩        8  \n",
       "28                                     官网产品经理（YR）   深圳-福田区        8  \n",
       "29                                           产品经理       日照        8  \n",
       "30                                     产品经理（股权投资）   深圳-南山区        8  \n",
       "31                                        大数据产品经理   杭州-拱墅区        8  \n",
       "32                                         电销产品经理       深圳        8  \n",
       "33                                     产品经理（休闲食品）       苏州        8  \n",
       "34                                         产品开发经理   上海-曹家渡        8  \n",
       "35                                           产品经理       徐州        8  \n",
       "36                                        机器人产品经理   安庆-迎江区        8  \n",
       "37                                    产品经理（合作事业部）       杭州        8  \n",
       "38                         产品/采购经理（海绵） (MJ000561)       上海        8  \n",
       "39                                         移动产品经理   宁波-鄞州区        8  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'公司名称': 40, '职位链接': 40, '发布日期': 40, '学历要求': 40, '工作经验': 40, '薪水': 40, '职位': 40, '上班地点': 40}\n"
     ]
    },
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>公司名称</th>\n",
       "      <th>职位链接</th>\n",
       "      <th>发布日期</th>\n",
       "      <th>学历要求</th>\n",
       "      <th>工作经验</th>\n",
       "      <th>薪水</th>\n",
       "      <th>职位</th>\n",
       "      <th>上班地点</th>\n",
       "      <th>curPage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>浙江联发创新电子科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938066943.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-18k·12薪</td>\n",
       "      <td>移动产品经理</td>\n",
       "      <td>宁波-鄞州区</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>上海仙塔智能科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938058983.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>25-35k·13薪</td>\n",
       "      <td>高级产品经理（车载语音和虚拟机器人）</td>\n",
       "      <td>上海</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>北京讯听</td>\n",
       "      <td>https://www.liepin.com/job/1938057789.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>22-30k·13薪</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>北京讯听</td>\n",
       "      <td>https://www.liepin.com/job/1938057315.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-18k·13薪</td>\n",
       "      <td>C端产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>优奇有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938057269.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>60-90k·12薪</td>\n",
       "      <td>erp产品经理</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>北京讯听</td>\n",
       "      <td>https://www.liepin.com/job/1938056535.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-18k·13薪</td>\n",
       "      <td>B端产品经理</td>\n",
       "      <td>北京</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>上海基分文化传播</td>\n",
       "      <td>https://www.liepin.com/job/1938055117.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>40-60k·16薪</td>\n",
       "      <td>高级产品经理-行业策略负责人</td>\n",
       "      <td>北京-万泉河</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>保融科技</td>\n",
       "      <td>https://www.liepin.com/job/1938054565.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-18k·14薪</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>杭州</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>中山市绍鼎企业管理咨询有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938053691.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>20-35k·12薪</td>\n",
       "      <td>包装解决方案(产品)经理</td>\n",
       "      <td>东莞-松山湖</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>作业帮</td>\n",
       "      <td>https://www.liepin.com/job/1938053053.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>40-60k·12薪</td>\n",
       "      <td>高级产品经理 (MJ011048)</td>\n",
       "      <td>北京</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>中山市绍鼎企业管理咨询有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938052849.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>25-50k·12薪</td>\n",
       "      <td>镭射产品营销经理</td>\n",
       "      <td>绍兴</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>罗曼胶带技术(天津)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938052709.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-20k·12薪</td>\n",
       "      <td>市场营销和产品经理 - 电子行业</td>\n",
       "      <td>上海-虹桥</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>火星人厨具</td>\n",
       "      <td>https://www.liepin.com/job/1938050653.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>嘉兴</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>火星人厨具</td>\n",
       "      <td>https://www.liepin.com/job/1938050651.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>杭州</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>前海创汇集团</td>\n",
       "      <td>https://www.liepin.com/job/1938048795.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>基金产品经理（投顾ic）</td>\n",
       "      <td>上海-龙华</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>北京天成荣嘉科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938045529.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-20k·12薪</td>\n",
       "      <td>商业产品经理</td>\n",
       "      <td>石家庄-跃进</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>北京天成荣嘉科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938044835.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>15-24k·12薪</td>\n",
       "      <td>产品经理（商业化）</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>欧冶云商股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938043915.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>面议</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>百胜软件</td>\n",
       "      <td>https://www.liepin.com/job/1938042969.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·14薪</td>\n",
       "      <td>分销产品经理（E3）(J10217)</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>深圳市易充电子商务有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938041375.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-40k·12薪</td>\n",
       "      <td>产品开发经理（汽配类）</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>中华联合财产保险股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938038507.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>8-12k·12薪</td>\n",
       "      <td>总公司-理赔部-理赔产品经理岗/科技创新岗</td>\n",
       "      <td>北京-太平桥</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>优纳医疗</td>\n",
       "      <td>https://www.liepin.com/job/1938035721.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>产品经理（上海）</td>\n",
       "      <td>上海</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>优纳医疗</td>\n",
       "      <td>https://www.liepin.com/job/1938035649.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>产品经理（苏州）</td>\n",
       "      <td>苏州-虎丘区</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>金智教育信息技术有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938031815.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>南京-浦口区</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>瑞捷咨询</td>\n",
       "      <td>https://www.liepin.com/job/1938031637.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-25k·12薪</td>\n",
       "      <td>ToB产品经理</td>\n",
       "      <td>深圳</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>瑞捷咨询</td>\n",
       "      <td>https://www.liepin.com/job/1938031233.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-25k·12薪</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>深圳</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>乐荐信息科技(北京)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938023551.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>12-18k·12薪</td>\n",
       "      <td>产品运营经理</td>\n",
       "      <td>北京-大望路</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>中软国际科技</td>\n",
       "      <td>https://www.liepin.com/job/1938018415.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>18-36k·12薪</td>\n",
       "      <td>business analyst/需求分析师/BA/产品经理</td>\n",
       "      <td>广州</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>鲜恬科技</td>\n",
       "      <td>https://www.liepin.com/job/1938014423.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>20-25k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>尔湾科技</td>\n",
       "      <td>https://www.liepin.com/job/1938011623.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>安徽芯塔电子科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938006241.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-30k·13薪</td>\n",
       "      <td>汽车级产品经理</td>\n",
       "      <td>芜湖</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>杭州见龙科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938004391.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>10-15k·12薪</td>\n",
       "      <td>软件产品经理</td>\n",
       "      <td>杭州-滨江区</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>傲基</td>\n",
       "      <td>https://www.liepin.com/job/1938001829.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·12薪</td>\n",
       "      <td>产品开发经理（小家电）</td>\n",
       "      <td>深圳</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>海恒智能</td>\n",
       "      <td>https://www.liepin.com/job/1938001007.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>深圳-科技园</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>深圳市卓力能技术股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1937991745.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>15-25k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>深圳</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>国信医药科技(北京)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1937990939.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>产品经理（临床试验）</td>\n",
       "      <td>北京-石景山区</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>浙江诺诺网络科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1937989081.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>资深税务产品经理</td>\n",
       "      <td>杭州-西湖区</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>软岛科技</td>\n",
       "      <td>https://www.liepin.com/job/1937986369.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>6-10k·12薪</td>\n",
       "      <td>互联网产品经理（PC、APP）</td>\n",
       "      <td>重庆</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>上海仙塔智能科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1937984821.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>25-35k·13薪</td>\n",
       "      <td>海外车联网高级产品经理</td>\n",
       "      <td>上海</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>XDC+</td>\n",
       "      <td>https://www.liepin.com/job/1937978303.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>无锡</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               公司名称                                         职位链接         发布日期  \\\n",
       "0    浙江联发创新电子科技有限公司  https://www.liepin.com/job/1938066943.shtml  2021年04月22日   \n",
       "1      上海仙塔智能科技有限公司  https://www.liepin.com/job/1938058983.shtml  2021年04月22日   \n",
       "2              北京讯听  https://www.liepin.com/job/1938057789.shtml  2021年04月22日   \n",
       "3              北京讯听  https://www.liepin.com/job/1938057315.shtml  2021年04月22日   \n",
       "4            优奇有限公司  https://www.liepin.com/job/1938057269.shtml  2021年04月22日   \n",
       "5              北京讯听  https://www.liepin.com/job/1938056535.shtml  2021年04月22日   \n",
       "6          上海基分文化传播  https://www.liepin.com/job/1938055117.shtml  2021年04月22日   \n",
       "7              保融科技  https://www.liepin.com/job/1938054565.shtml  2021年04月22日   \n",
       "8   中山市绍鼎企业管理咨询有限公司  https://www.liepin.com/job/1938053691.shtml  2021年04月22日   \n",
       "9               作业帮  https://www.liepin.com/job/1938053053.shtml  2021年04月22日   \n",
       "10  中山市绍鼎企业管理咨询有限公司  https://www.liepin.com/job/1938052849.shtml  2021年04月22日   \n",
       "11   罗曼胶带技术(天津)有限公司  https://www.liepin.com/job/1938052709.shtml  2021年04月22日   \n",
       "12            火星人厨具  https://www.liepin.com/job/1938050653.shtml  2021年04月22日   \n",
       "13            火星人厨具  https://www.liepin.com/job/1938050651.shtml  2021年04月22日   \n",
       "14           前海创汇集团  https://www.liepin.com/job/1938048795.shtml  2021年04月22日   \n",
       "15     北京天成荣嘉科技有限公司  https://www.liepin.com/job/1938045529.shtml  2021年04月22日   \n",
       "16     北京天成荣嘉科技有限公司  https://www.liepin.com/job/1938044835.shtml  2021年04月22日   \n",
       "17       欧冶云商股份有限公司  https://www.liepin.com/job/1938043915.shtml  2021年04月22日   \n",
       "18             百胜软件  https://www.liepin.com/job/1938042969.shtml  2021年04月22日   \n",
       "19    深圳市易充电子商务有限公司  https://www.liepin.com/job/1938041375.shtml  2021年04月22日   \n",
       "20   中华联合财产保险股份有限公司  https://www.liepin.com/job/1938038507.shtml  2021年04月22日   \n",
       "21             优纳医疗  https://www.liepin.com/job/1938035721.shtml  2021年04月22日   \n",
       "22             优纳医疗  https://www.liepin.com/job/1938035649.shtml  2021年04月22日   \n",
       "23     金智教育信息技术有限公司  https://www.liepin.com/job/1938031815.shtml  2021年04月22日   \n",
       "24             瑞捷咨询  https://www.liepin.com/job/1938031637.shtml  2021年04月22日   \n",
       "25             瑞捷咨询  https://www.liepin.com/job/1938031233.shtml  2021年04月22日   \n",
       "26   乐荐信息科技(北京)有限公司  https://www.liepin.com/job/1938023551.shtml  2021年04月22日   \n",
       "27           中软国际科技  https://www.liepin.com/job/1938018415.shtml  2021年04月22日   \n",
       "28             鲜恬科技  https://www.liepin.com/job/1938014423.shtml  2021年04月22日   \n",
       "29             尔湾科技  https://www.liepin.com/job/1938011623.shtml  2021年04月22日   \n",
       "30     安徽芯塔电子科技有限公司  https://www.liepin.com/job/1938006241.shtml  2021年04月22日   \n",
       "31       杭州见龙科技有限公司  https://www.liepin.com/job/1938004391.shtml  2021年04月22日   \n",
       "32               傲基  https://www.liepin.com/job/1938001829.shtml  2021年04月22日   \n",
       "33             海恒智能  https://www.liepin.com/job/1938001007.shtml  2021年04月22日   \n",
       "34   深圳市卓力能技术股份有限公司  https://www.liepin.com/job/1937991745.shtml  2021年04月22日   \n",
       "35   国信医药科技(北京)有限公司  https://www.liepin.com/job/1937990939.shtml  2021年04月22日   \n",
       "36     浙江诺诺网络科技有限公司  https://www.liepin.com/job/1937989081.shtml  2021年04月22日   \n",
       "37             软岛科技  https://www.liepin.com/job/1937986369.shtml  2021年04月22日   \n",
       "38     上海仙塔智能科技有限公司  https://www.liepin.com/job/1937984821.shtml  2021年04月22日   \n",
       "39             XDC+  https://www.liepin.com/job/1937978303.shtml  2021年04月22日   \n",
       "\n",
       "     学历要求   工作经验          薪水                              职位     上班地点  curPage  \n",
       "0    统招本科   3-5年  12-18k·12薪                          移动产品经理   宁波-鄞州区        9  \n",
       "1   本科及以上   3-5年  25-35k·13薪              高级产品经理（车载语音和虚拟机器人）       上海        9  \n",
       "2    统招本科  5-10年  22-30k·13薪                          高级产品经理       北京        9  \n",
       "3    统招本科   3-5年  12-18k·13薪                          C端产品经理       北京        9  \n",
       "4    统招本科  5-10年  60-90k·12薪                         erp产品经理   深圳-南山区        9  \n",
       "5    统招本科   3-5年  10-18k·13薪                          B端产品经理       北京        9  \n",
       "6    统招本科   统招本科  40-60k·16薪                  高级产品经理-行业策略负责人   北京-万泉河        9  \n",
       "7   本科及以上   3-5年  12-18k·14薪                          数据产品经理       杭州        9  \n",
       "8    统招本科   经验不限  20-35k·12薪                    包装解决方案(产品)经理   东莞-松山湖        9  \n",
       "9   本科及以上  5-10年  40-60k·12薪               高级产品经理 (MJ011048)       北京        9  \n",
       "10  大专及以上   经验不限  25-50k·12薪                        镭射产品营销经理       绍兴        9  \n",
       "11  本科及以上   3-5年  15-20k·12薪                市场营销和产品经理 - 电子行业    上海-虹桥        9  \n",
       "12  本科及以上  5-10年  20-30k·13薪                            产品经理       嘉兴        9  \n",
       "13  本科及以上  5-10年  20-30k·13薪                            产品经理       杭州        9  \n",
       "14  本科及以上   3-5年  15-30k·12薪                    基金产品经理（投顾ic）    上海-龙华        9  \n",
       "15  大专及以上   3-5年  10-20k·12薪                          商业产品经理   石家庄-跃进        9  \n",
       "16  大专及以上  大专及以上  15-24k·12薪                       产品经理（商业化）   北京-海淀区        9  \n",
       "17  本科及以上  5-10年          面议                            产品经理       上海        9  \n",
       "18  大专及以上   3-5年  15-25k·14薪              分销产品经理（E3）(J10217)  上海-浦东新区        9  \n",
       "19  大专及以上   3-5年  20-40k·12薪                     产品开发经理（汽配类）   深圳-龙岗区        9  \n",
       "20  本科及以上  本科及以上   8-12k·12薪           总公司-理赔部-理赔产品经理岗/科技创新岗   北京-太平桥        9  \n",
       "21  本科及以上   3-5年  15-30k·12薪                        产品经理（上海）       上海        9  \n",
       "22  本科及以上   3-5年  15-30k·12薪                        产品经理（苏州）   苏州-虎丘区        9  \n",
       "23   统招本科  5-10年  15-25k·13薪                            产品经理   南京-浦口区        9  \n",
       "24  本科及以上  5-10年  20-25k·12薪                         ToB产品经理       深圳        9  \n",
       "25  本科及以上  5-10年  20-25k·12薪                          数据产品经理       深圳        9  \n",
       "26  本科及以上  本科及以上  12-18k·12薪                          产品运营经理   北京-大望路        9  \n",
       "27  本科及以上  5-10年  18-36k·12薪  business analyst/需求分析师/BA/产品经理       广州        9  \n",
       "28   统招本科   3-5年  20-25k·12薪                            产品经理   深圳-龙岗区        9  \n",
       "29   统招本科  5-10年  20-40k·12薪                            产品经理   深圳-南山区        9  \n",
       "30   统招本科   3-5年  12-30k·13薪                         汽车级产品经理       芜湖        9  \n",
       "31  本科及以上   3-5年  10-15k·12薪                          软件产品经理   杭州-滨江区        9  \n",
       "32  本科及以上  5-10年  20-40k·12薪                     产品开发经理（小家电）       深圳        9  \n",
       "33   统招本科   3-5年  15-25k·12薪                          高级产品经理   深圳-科技园        9  \n",
       "34  本科及以上   3-5年  15-25k·12薪                            产品经理       深圳        9  \n",
       "35  本科及以上  本科及以上  20-30k·12薪                      产品经理（临床试验）  北京-石景山区        9  \n",
       "36   统招本科  5-10年  20-40k·15薪                        资深税务产品经理   杭州-西湖区        9  \n",
       "37  大专及以上   1-3年   6-10k·12薪                 互联网产品经理（PC、APP）       重庆        9  \n",
       "38  本科及以上  5-10年  25-35k·13薪                     海外车联网高级产品经理       上海        9  \n",
       "39  本科及以上   1-3年  15-30k·12薪                            产品经理       无锡        9  "
      ]
     },
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>职位链接</th>\n",
       "      <th>发布日期</th>\n",
       "      <th>学历要求</th>\n",
       "      <th>工作经验</th>\n",
       "      <th>薪水</th>\n",
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       "      <th>上班地点</th>\n",
       "      <th>curPage</th>\n",
       "    </tr>\n",
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       "      <th>序</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "  </thead>\n",
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       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>贸易宝</td>\n",
       "      <td>https://www.liepin.com/job/1937951415.shtml</td>\n",
       "      <td>2021年04月21日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>九峰医疗</td>\n",
       "      <td>https://www.liepin.com/job/1938222327.shtml</td>\n",
       "      <td>2021年04月15日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>15-25k·14薪</td>\n",
       "      <td>售前产品经理</td>\n",
       "      <td>南昌-高新区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>江苏华阳制药有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938210651.shtml</td>\n",
       "      <td>2021年04月21日</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>12-20k·12薪</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>南京-浦口区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>北大科技园</td>\n",
       "      <td>https://www.liepin.com/job/1937961133.shtml</td>\n",
       "      <td>2021年04月21日</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>九州通医药集团股份有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1938447067.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>9-16k·12薪</td>\n",
       "      <td>ERP产品经理</td>\n",
       "      <td>武汉-汉阳区</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>35</td>\n",
       "      <td>国信医药科技(北京)有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1937990939.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>20-30k·12薪</td>\n",
       "      <td>产品经理（临床试验）</td>\n",
       "      <td>北京-石景山区</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>36</td>\n",
       "      <td>浙江诺诺网络科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1937989081.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>资深税务产品经理</td>\n",
       "      <td>杭州-西湖区</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>37</td>\n",
       "      <td>软岛科技</td>\n",
       "      <td>https://www.liepin.com/job/1937986369.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>大专及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>6-10k·12薪</td>\n",
       "      <td>互联网产品经理（PC、APP）</td>\n",
       "      <td>重庆</td>\n",
       "      <td>9</td>\n",
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       "      <th>398</th>\n",
       "      <td>38</td>\n",
       "      <td>上海仙塔智能科技有限公司</td>\n",
       "      <td>https://www.liepin.com/job/1937984821.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>25-35k·13薪</td>\n",
       "      <td>海外车联网高级产品经理</td>\n",
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       "      <td>9</td>\n",
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       "      <td>https://www.liepin.com/job/1937978303.shtml</td>\n",
       "      <td>2021年04月22日</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>15-30k·12薪</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>无锡</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index            公司名称                                         职位链接  \\\n",
       "序                                                                         \n",
       "0        0             贸易宝  https://www.liepin.com/job/1937951415.shtml   \n",
       "1        1            九峰医疗  https://www.liepin.com/job/1938222327.shtml   \n",
       "2        2      江苏华阳制药有限公司  https://www.liepin.com/job/1938210651.shtml   \n",
       "3        3           北大科技园  https://www.liepin.com/job/1937961133.shtml   \n",
       "4        4   九州通医药集团股份有限公司  https://www.liepin.com/job/1938447067.shtml   \n",
       "..     ...             ...                                          ...   \n",
       "395     35  国信医药科技(北京)有限公司  https://www.liepin.com/job/1937990939.shtml   \n",
       "396     36    浙江诺诺网络科技有限公司  https://www.liepin.com/job/1937989081.shtml   \n",
       "397     37            软岛科技  https://www.liepin.com/job/1937986369.shtml   \n",
       "398     38    上海仙塔智能科技有限公司  https://www.liepin.com/job/1937984821.shtml   \n",
       "399     39            XDC+  https://www.liepin.com/job/1937978303.shtml   \n",
       "\n",
       "            发布日期   学历要求   工作经验          薪水               职位     上班地点  curPage  \n",
       "序                                                                              \n",
       "0    2021年04月21日   统招本科  5-10年  15-30k·13薪           高级产品经理   广州-天河区        0  \n",
       "1    2021年04月15日  本科及以上  5-10年  15-25k·14薪           售前产品经理   南昌-高新区        0  \n",
       "2    2021年04月21日  硕士及以上   3-5年  12-20k·12薪           医药产品经理   南京-浦口区        0  \n",
       "3    2021年04月21日  硕士及以上  硕士及以上  20-30k·12薪             产品经理   北京-海淀区        0  \n",
       "4    2021年04月22日   统招本科  5-10年   9-16k·12薪          ERP产品经理   武汉-汉阳区        0  \n",
       "..           ...    ...    ...         ...              ...      ...      ...  \n",
       "395  2021年04月22日  本科及以上  本科及以上  20-30k·12薪       产品经理（临床试验）  北京-石景山区        9  \n",
       "396  2021年04月22日   统招本科  5-10年  20-40k·15薪         资深税务产品经理   杭州-西湖区        9  \n",
       "397  2021年04月22日  大专及以上   1-3年   6-10k·12薪  互联网产品经理（PC、APP）       重庆        9  \n",
       "398  2021年04月22日  本科及以上  5-10年  25-35k·13薪      海外车联网高级产品经理       上海        9  \n",
       "399  2021年04月22日  本科及以上   1-3年  15-30k·12薪             产品经理       无锡        9  \n",
       "\n",
       "[400 rows x 10 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import time\n",
    "from random import random\n",
    "list_df = list()\n",
    "for k,v in 最新参数.items():\n",
    "    payload = v     \n",
    "    df = requests_liepin(params = payload)  #取出的值作为参数传进去\n",
    "    time.sleep(3+7*random())  #放慢脚步 3-7秒, 平均约5秒\n",
    "    df = df.assign (curPage = k)  # 新开一列，等号左边是新列名字\n",
    "    display(df)\n",
    "    list_df.append(df)  #把所有数据添加到新列表 \n",
    "    \n",
    "df_all = pd.concat(list_df).reset_index() #重塑列表并重设索引\n",
    "df_all.index.name = '序'  #修改索引的名\n",
    "df_all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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